{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Matplotlib 数据可视化分析"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "bd49aa221a2a9e68"
  },
  {
   "cell_type": "markdown",
   "source": [
    "在使用 Notebook 环境绘图时，\n",
    "需要先运行 Jupyter Notebook 的魔术命令 %matplotlib inline。\n",
    "这条命令的作用是将 Matplotlib 绘制的图形嵌入在当前页面中。\n",
    "而在桌面环境中绘图时，不需要添加此命令，而是在全部绘图代码之后追加 plt.show()。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "f0de1d9a8cda8da7"
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:53:07.310274500Z",
     "start_time": "2025-01-09T02:53:06.924388100Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 简单图形绘制\n",
    "使用matplotlib提供的面向对象API，需要导入pyplot模块，并约定简称为plt"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "dcee95531348a643"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:53:07.318079100Z",
     "start_time": "2025-01-09T02:53:07.311274400Z"
    }
   },
   "id": "15fdb9be4ee2abf4",
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7493fed0>]"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1, 2, 3, 2, 1, 2, 3, 4, 5, 6, 5, 4, 3, 2, 1])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:53:07.411636700Z",
     "start_time": "2025-01-09T02:53:07.315575900Z"
    }
   },
   "id": "c479ff426d183f01",
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d53fb2390>]"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自定义横坐标刻度从 2 开始\n",
    "plt.plot([2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],\n",
    "         [1, 2, 3, 2, 1, 2, 3, 4, 5, 6, 5, 4, 3, 2, 1])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:53:07.513429600Z",
     "start_time": "2025-01-09T02:53:07.412636800Z"
    }
   },
   "id": "3788fc7f7a70a16a",
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "pyplot 模块中 pyplot.plot 方法是用来绘制折线图的。\n",
    "你应该会很容易联想到，更改后面的方法类名就可以更改图形的样式。\n",
    "\n",
    "的确，在 Matplotlib 中，大部分图形样式的绘制方法都存在于 pyplot 模块中。例如：\n",
    "matplotlib.pyplot.angle_spectrum\t绘制电子波谱图\n",
    "matplotlib.pyplot.bar\t绘制柱状图\n",
    "matplotlib.pyplot.barh\t绘制直方图\n",
    "matplotlib.pyplot.broken_barh\t绘制水平直方图\n",
    "matplotlib.pyplot.contour\t绘制等高线图\n",
    "matplotlib.pyplot.errorbar\t绘制误差线\n",
    "matplotlib.pyplot.hexbin\t绘制六边形图案\n",
    "matplotlib.pyplot.hist\t绘制柱形图\n",
    "matplotlib.pyplot.hist2d\t绘制水平柱状图\n",
    "matplotlib.pyplot.pie\t绘制饼状图\n",
    "matplotlib.pyplot.quiver\t绘制量场图\n",
    "matplotlib.pyplot.scatter\t散点图\n",
    "matplotlib.pyplot.specgram\t绘制光谱图"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "6ecdd6d2b213211a"
  },
  {
   "cell_type": "markdown",
   "source": [
    "matplotlib.pyplot.plot(*args, **kwargs) 方法\n",
    "严格来讲可以绘制线形图或者样本标记。其中，*args 允许输入单个y值或者x,y值"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "fae1b9946f80c018"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d74a1ed50>]"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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fHKgGAHwnRx03VgC4ZbIn1k8P1bAGgFTvg5JKAMDVoxMUs3LxxQyNi0DOUCvcAvDRPi7bQOrHBCfIbDlWhxaHEykWE6YMi5E7nAGbPDQGQ6zhaHU48fkR7m5M6iUIAj7Y60lwbs5OlTmawfn2RE+8H3rjJ1IzJjhBRryxfmtiCrRajczRDJxGo8G3JqUAAD7cx5srqdf+ChvONLTDFKZF/tgkucMZlG9NTIFWAxSXNnOPOFI9JjhBpM3hRMFhzwyImyapZ3hKJLYeCw7Xcl8cUq1/eYenvjkuGZFGvczRDE6i2YQrM+MAsKFB6scEJ4j853ANOrvdyIiLwPghZrnDGbQrUs3ITIiEw+nGpkPVcodDNGgut4AN3sTgpknqGp4SiXGLdUREahWQBGfdunXIyMiAyWRCXl4eCgsLL3jsrFmzoNFoznvceOONvmPuuuuu8/4+d+7cQFyKook3pJsmpUKjUc/wlEij0ZxTA8AiR1KfwtONqLE7YDbpcfXoeLnDuSTXj09BmE6DI9UtOF7TInc4RJdM8gTnzTffxMqVK7FmzRoUFxdj0qRJmDNnDmpr+y4kfffdd1FVVeV7HDhwADqdDrfeemuv4+bOndvruH/84x9SX4qiNbd3YevxOgDwTblWIzH2rcfq0NzeJXM0RIMj9t5cPz4FRr3yl2joiyUiDNeMTgDQU9NHpEaSJzhPPfUUlixZgkWLFmHcuHFYv349IiIi8OKLL/Z5fGxsLJKTk32PTZs2ISIi4rwEx2g09jouJkY9M4aksOlQDbpdArKSozEqKVrucC7ZyMQojEsxw+kW8MlBDlORerjcAj7xbs1w48QUmaO5PN/y9qRuPMDvIKmXpAlOV1cXioqKkJ+f3/OGWi3y8/Oxffv2AZ3jhRdewPz58xEZGdnr+c2bNyMxMRFjxozBsmXL0NBw4RVwHQ4H7HZ7r0ewEW+sali5+GJumOC5BvGaiNRgT2kT6lsdiDbpfYW6anVtViL0Wg2O17biZF2r3OEQXRJJE5z6+nq4XC4kJfWeKpmUlITq6ou3DAoLC3HgwAHcfffdvZ6fO3cuXnnlFRQUFOB3v/sdtmzZguuvvx4uV98LxK1duxYWi8X3SE9X/v5Mg9He5cQX3uGpuePVn+Bc503Svjxez9lUpBpib0f+2CQY9Oqev2EJD8OMkZ4aIvakklop+lv4wgsvYMKECZg2bVqv5+fPn4+bbroJEyZMwLx587Bhwwbs2rULmzdv7vM8q1atgs1m8z3KyoJrr5UtR+vgcLoxNDYCWcnqHZ4SjUqMwvD4SHS53Nh8lIv+kfIJgoBPvDP/gqEXFQDmXOFpmLInldRK0gQnPj4eOp0ONTW9vyA1NTVITu7/JtDW1oY33ngDixcvvuj7ZGZmIj4+HidOnOjz70ajEWazudcjmIgtrDlXJKly9tTXaTQaXOe9uX7KmyupwKEqO8oaO2AK0/oKdNXum+OSoNEAe8uaUWXrkDscokGTNMExGAzIzc1FQUGB7zm3242CggJMnz6939e+/fbbcDgcuOOOOy76PuXl5WhoaEBKiroL+y5Fl9ONAu/WBsHScgR6ruXzI7Xocrpljoaof+L+b9eMTlDFBrcDkRhtQu5Qz+QNNjRIjSQfolq5ciWee+45vPzyyzh8+DCWLVuGtrY2LFq0CACwcOFCrFq16rzXvfDCC5g3bx7i4noX67W2tuJnP/sZduzYgTNnzqCgoAA333wzRo4ciTlz5kh9OYqz41QDWjqdiI8yYvLQ4JlJlp1mRWK0ES0OJ746WS93OET9CqYi/3OJ18PZVKRGkic4t99+O5588kmsXr0a2dnZKCkpwcaNG32Fx6Wlpaiq6r2o29GjR/Hll1/2OTyl0+mwb98+3HTTTRg9ejQWL16M3NxcfPHFFzAajVJfjuKIw1PfHJekqr2nLkar1eCb41gDQMp3ur4NR2taoNdqMDtLXXtPXYyY4BSeaURjG9elInUJyEYpy5cvx/Lly/v8W1+FwWPGjIEgCH0eHx4ejk8++cSf4amW2y3g00NiyzG4bqyA5+b62s5SbDpUg9/MGx9UCRwFD3H/tysz42CJCJM5Gv8aGheBsSlmHK6y47MjtfhebprcIRENmKJnUVH/DlbaUdfiQKRBh+kj1L3uRl+uzIxDtFGP+lYH9lXY5A6HqE+feWvg/isrUeZIpJE/1nNdnx/hjEZSFyY4KibeWGeOilftsvD9Mei1+IZ3P5/PeHMlBWrp7Ebh6UYAwZvgXOu9rq3H6tDtYsE/qQcTHBX77GhwtxwB4NoxnmvjejikRF8cr4fTLSAzPhIZ8ZEXf4EKTUqzIi7SgBaHE7vPNMkdDtGAMcFRqfpWB/aVNwMAZo0J3gTnmjGeNUX2ldtQ29IpczREvYk9i9cGcSNDp9X4voefs6FBKsIER6W2HK2DIABXpJqRZDbJHY5kEqNNmDDEAsBzzURK4XYLvp7FYO5FBXquTyyoJlIDJjgqJQ5PXRvEvTcisXXM1iMpyf4KG+pbuxBl1GNqRqzc4UjqG6MSoNNqcLKuDaUN7XKHQzQgTHBUqNvlxtZjnt6MYO4aF13r7R7/4lg9ixxJMXxF/iPjVb+55sVYwsMwZZhnIdHPjrAXh9QhuL+VQar4bBNaOp2IiQhDdrpV7nAkxyJHUqLPQ2R4SjTbO138Mw4Vk0owwVEhcXjqmtGebuNgp9VqfBsYcjYVKUFtSyf2lXvWZpqVFRyba16MmMjtONmA9i6nzNEQXRwTHBX6PARmbnzdLO+1cj0cUgKx4H3CEAsSo4O3yP9cIxKiMMQaji6XGzu9a/8QKRkTHJWpaO7AsZpWaDXw9WqEgmtGJUCrAY7XtqKskUWOJK+txz0bwM4aEzrfQY1Gg6u9C29+cYwb4JLyMcFRmS+Pe1qOk9KtsEYYZI4mcCwRYb7d0r84zpsrycftFrDthOe/wW+MCp0EB+i53i+Osw6HlI8JjsqIP+6hdmMFPFtSAMCXJ3hzJfkcqrKjsa0LkQYdcoZa5Q4noGaMiPP1pFY2d8gdDlG/mOCoSO+WY7zM0QSemNRtO9EAl7vv3eaJpCY2MqaPiEeYLrRuodYIAyamWQEAX7InlRQutL6dKnew0o6m9m5EGfUhMT386yalWRBt0sPW0Y0D3F2cZCIOz4RiIwMArvbW/m3lMBUpHBMcFfnCOzRzZWZsyLUcAUCv02J6ZhwA4MsTbD1S4HV0uXxrMYVsguMbKq5nTyopWuj9SqrYlyFcfyMSf1RY5Ehy2Hm6AV0uN4ZYwzE8SHcPv5hJ6VZEG/Vobu/GwUr2pJJyMcFRiXNbjjNDtOUIADO9yV3R2Sa0ObjYGAVWT5F/PDSa4F9ksy9hOi2mj/D0pIpbxhApERMclRBbjqkWEzJDtOUIABlxERhiDUe3S0AhFxujAGMvqsc3fHU4HCom5WKCoxLn3lhDteUIeBYb6xmm4s2VAqfG3omjNS3QaICrRsbJHY6sxDqc4rNNaGVPKikUExyVEItqQ3l4SsT1cEgOYkI9cYglpBbZ7MuwuEgMjY2A0y2g8HSD3OEQ9YkJjgrU2jtxpFpsOTLBuWpEPDQa4FhNK2rsnXKHQyFiGxsZvczw1uFsP8kEh5SJCY4KfOW9gVyRakZsZGi3HAEgJtKACUMsALjYGAWGIAi+H/KrRjDBAeArNP6KCQ4pFBMcFRBvrDN4Y/URP4vtp3hzJemdaWhHtb0TBp0Wk4fFyB2OIohrUh2qsqO5vUvmaIjOxwRHBcQfcfGGQj2txx1McCgAvjrp6SnMGWqFKUwnczTKkGg2YURCJAQB2HGKMxpJeZjgKFxFcwdKG9uh02owJYMtR9GUYTHQazUob+pAWWO73OFQkBN7UcXEmjzEnlQ2NEiJmOAo3A7vjXX8EAuiTWEyR6MckUY9JqZ56nA4TEVSEgTB10PBXtTeprPQmBSMCY7CcXjqwjhMRYFworYV9a0OGPVaZA+1yh2OolzpvS8drWlBfatD5miIemOCo3DsGr8w8ea642QDBIGb/pE0xEbGlIwYGPWsvzlXbKQBWcnRANjQIOVhgqNgZY3tqGjugF6rwRTO3DhP7rAYhOk0qLR1opR1OCQRXyODvah94nRxUiomOAomthwnplkQadTLHI3yRBj0mJRmBcDWI0nD7RZ8/22xF7VvvkJjJjikMAFJcNatW4eMjAyYTCbk5eWhsLDwgse+9NJL0Gg0vR4mk6nXMYIgYPXq1UhJSUF4eDjy8/Nx/PhxqS8j4HZweOqiWORIUjpa04Km9m5EGHSY6E2mqbdpw2Oh1QCn6ttQbePK4qQckic4b775JlauXIk1a9aguLgYkyZNwpw5c1BbW3vB15jNZlRVVfkeZ8+e7fX3xx9/HE8//TTWr1+PnTt3IjIyEnPmzEFnZ/B8uQRBOKfAmAv8XYg4bLD9FOtwyP/ExHlKRizCdOzw7oslPAzjh4gzGrmyOCmH5N/Yp556CkuWLMGiRYswbtw4rF+/HhEREXjxxRcv+BqNRoPk5GTfIykpyfc3QRDwhz/8Ab/4xS9w8803Y+LEiXjllVdQWVmJ999/X+rLCZizDe2osnUiTKdBLutvLmjysBgYdFrU2B0408A6HPKvr1h/MyC+hgZ7UklBJE1wurq6UFRUhPz8/J431GqRn5+P7du3X/B1ra2tGDZsGNLT03HzzTfj4MGDvr+dPn0a1dXVvc5psViQl5d3wXM6HA7Y7fZeD6UTx/2z060IN3DmxoWYwnS+qbu8uZI/udwCdp7mMPFAXDmipyeVSCkkTXDq6+vhcrl69cAAQFJSEqqrq/t8zZgxY/Diiy/iX//6F1599VW43W7MmDED5eXlAOB73WDOuXbtWlgsFt8jPT39ci9Nclz/ZuDEz4iFxuRPh6vsaOl0Isqox/hUs9zhKNqUYTHQaoCyxg7W4ZBiKG5Qefr06Vi4cCGys7NxzTXX4N1330VCQgL+8pe/XPI5V61aBZvN5nuUlZX5MWL/86yc6vmxvpItx4u6knU4JIGdpz2rF0/JiIGe9Tf9ijaFYZw3CSw8w32pSBkk/dbGx8dDp9Ohpqam1/M1NTVITk4e0DnCwsKQk5ODEydOAIDvdYM5p9FohNls7vVQstLGdtTYHQjTaTB5KOtvLiZnqBUGvRZ1LazDIf/Z5U1wpg2PlTkSdZia4fmcCk+zJ5WUQdIEx2AwIDc3FwUFBb7n3G43CgoKMH369AGdw+VyYf/+/UhJSQEADB8+HMnJyb3OabfbsXPnzgGfU+kKvTfWCUMs3Ll4AExhOkzy7ksl/igRXQ5BELDL2xMxLYMJzkDkeRPBXaebZI6EyEPyfteVK1fiueeew8svv4zDhw9j2bJlaGtrw6JFiwAACxcuxKpVq3zHP/zww/j0009x6tQpFBcX44477sDZs2dx9913A/DMsFqxYgUeffRRfPDBB9i/fz8WLlyI1NRUzJs3T+rLCQjxxjqVLccB87Ue2T1OfnCqvg0NbV0w6LWY4E2eqX9TvN/BozUtaGrrkjkaIkDy5XFvv/121NXVYfXq1aiurkZ2djY2btzoKxIuLS2FVtuTZzU1NWHJkiWorq5GTEwMcnNz8dVXX2HcuHG+Yx544AG0tbVh6dKlaG5uxsyZM7Fx48bzFgRUq11nPC0gthwHburwWGDzSV9ySHQ5xF7U7HQr958aoPgoI0YkROJkXRt2n23CN8clXfxFRBLSCCFYlWm322GxWGCz2RRXj1Pb0olpvymARgOU/PI6WCLC5A5JFeyd3Zj0608hCEDhz2cj0RwcyS7JY+WbJXh3TwWWXzsS/zNnjNzhqMaqd/fhH4VlWPKN4fjfG8dd/AVEgzSY329ODVCY3d7emzFJ0UxuBsFsCsPYZM7iIP8Q/xtigfHgiJ9X4RnW4ZD8mOAojNg1PpXDU4M2zVfkyASHLl1lcwfKmzqg1XhWyqaBE+9bBypsaHM4ZY6GQh0THIVhgfGl6yk0ZuuRLp34Hbwi1YIoo+RlikElLSYCQ6zhcLkFFJfye0jyYoKjIC2d3Thc5dlGggXGgzd1uKe1faTaDltHt8zRkFqxF/XyTM3wfA/Zk0pyY4KjIEVnm+AWgPTYcCRbWCQ7WInRJmTERUAQgOKzbD3SpdnF+pvLMm24Z2XxnUxwSGZMcBTENzzFluMlm8L1cOgyNLV14VhNK4CengganGnentSSsmY4nC6Zo6FQxgRHQcQVQDk8denEz47d43QpxEbGiIRIxEUZZY5GnUYkRCE20gCH04395Ta5w6EQxgRHIRxOF0rKmwGwwPhyiJ/dvnIbOrvZeqTB4fDU5dNoNL7eL/akkpyY4CjEvnIbupxuxEcZkBkfKXc4qpURF4H4KCO6XG7sLWuWOxxSGXEGHoeJL49Yh1PInlSSERMchRBvBFOGxUKj0cgcjXppNBpfDQC3baDBaHM4cbDCM6TCHpzLIw4VF51tgtsdcovlk0IwwVEIrn/jP1wPhy5FSVkznG4BqRYT0mIi5A5H1camRCM8TIeWTieO17bKHQ6FKCY4CuByCyg6ywJjfxETnOKzTXCx9UgDJH4Hp/A7eNn0Oi2y060Aej5XokBjgqMAx2tb0NLpRIRBh7Ep0XKHo3pjU8yIMurR6nDiaHWL3OGQSog/xLncnsEvpngLjXef5VAxyYMJjgIUn20GAGSnW6HX8V/J5dJpNcgZagUAFHG5eBoA9zlbCzDB8Q9xHy8uukly4a+pArDl6H+Th/LmSgN3oq4VLZ1OhIfpkJXMXlR/mJzu+Q6eaWhHfatD5mgoFDHBUQCx5cidi/1HTBY5/k8DIf53wl5U/7FEhGF0UhQAfg9JHvwmy6yh1YHT9W0Aelo8dPmyh1qh0QClje2obemUOxxSOPaiSiOXw1QkIyY4MisubQYAjEqMgiUiTN5ggojZFIYxSZ6hBrHGiehCipngSEIcKmYPDsmBCY7M2HKUjq/IkYXG1I/Gti6c8vaiisXp5B/ilPt9FTZuvEkBxwRHZmLLkfU3/pfL1iMNgPgdHJkYBWuEQeZogktGXARiIw3ocrpxoMIudzgUYpjgyKjL6cZe7wab7MHxP/Ez3V/O1iNdmLiUgJgQk/9oNBrOaCTZMMGR0eEqOxxON6wRYdxgUwLD4iIQF2lAl4utR7owDhNLiwv+kVyY4MhIvLFOHhrDDTYloNFouNgY9av7nF3nOUwsjZ4lG5ohCNw6hQKHCY6MirhyquS4Hg7151Ale1GlNmGIBWE6DepbHShr7JA7HAohTHBkVHxODw5Jw5fglDax9UjnObcXVatlL6oUTGE6jB9iAcBhKgosJjgyqWzuQJWtEzqtBpPSLXKHE7TE1mNdiwPlTWw9Um/sRQ0MzmgkOTDBkYn4RR+XYkaEQS9zNMHLFKbDFameBJI3V/o69qIGhlhozO8gBRITHJlw5kbgsA6H+sJe1MARE8ijNS2wd3bLHA2FCiY4MuEGm4HD5eKpL+xFDZxEswnpseEQBGCPd3saIqkxwZFBR5cLhyo967KwB0d6k4dZAQBHqu1odTjlDYYUg72ogSXW4ezh1ikUIExwZLCvvBlOt4BkswmpFpPc4QS9FEs4hljD4RbgW/OEiL2ogZXjS3Ca5Q2EQkZAEpx169YhIyMDJpMJeXl5KCwsvOCxzz33HL7xjW8gJiYGMTExyM/PP+/4u+66CxqNptdj7ty5Ul+G35w7c4ML/AWG+CO2+wxbjwS0dzlxkL2oASVuZFpS1gy3m0s2kPQkT3DefPNNrFy5EmvWrEFxcTEmTZqEOXPmoLa2ts/jN2/ejO9///v4/PPPsX37dqSnp+O6665DRUVFr+Pmzp2Lqqoq3+Mf//iH1JfiN9xgM/ByfTdXJjgE7Cu3weUWkGQ2shc1QLKSzTDqtbB1dON0Q5vc4VAIkDzBeeqpp7BkyRIsWrQI48aNw/r16xEREYEXX3yxz+Nfe+01/OhHP0J2djaysrLw/PPPw+12o6CgoNdxRqMRycnJvkdMjDqSBUEQUOztop3s/dEl6fm6x8u4XDx5ehEAbpMSSAa9FhO8C/5xmIoCQdIEp6urC0VFRcjPz+95Q60W+fn52L59+4DO0d7eju7ubsTGxvZ6fvPmzUhMTMSYMWOwbNkyNDQ0XPAcDocDdru910MupY3taGzrgkGv9a3PQtIbm2KGQa9Fc3s3zjS0yx0OyazE+wObnW6VNY5QIw5TsdCYAkHSBKe+vh4ulwtJSUm9nk9KSkJ1dfWAzvHggw8iNTW1V5I0d+5cvPLKKygoKMDvfvc7bNmyBddffz1cLlef51i7di0sFovvkZ6efukXdZnElssVqZ4fXAoMg16L8almABymImCP978BJjiBxUJjCiRF/8L+9re/xRtvvIH33nsPJlPPOPn8+fNx0003YcKECZg3bx42bNiAXbt2YfPmzX2eZ9WqVbDZbL5HWVlZgK7gfGLXOG+sgcebKwFAla0DNXYHdFoNJqSxFzWQxB6cI9V2tHdxyQaSlqQJTnx8PHQ6HWpqano9X1NTg+Tk5H5f++STT+K3v/0tPv30U0ycOLHfYzMzMxEfH48TJ070+Xej0Qiz2dzrIZc93gQnh0vDB5yYVDLBCW3i8NSYpGgu8BdgKZZwJJtNcAvA/nKb3OFQkJM0wTEYDMjNze1VICwWDE+fPv2Cr3v88cfxyCOPYOPGjZgyZcpF36e8vBwNDQ1ISUnxS9xS6ex24VCl50udwx6cgBNbj4er7Ojs7ns4k4KfrxeVRf6y8NXhcE0qkpjkQ1QrV67Ec889h5dffhmHDx/GsmXL0NbWhkWLFgEAFi5ciFWrVvmO/93vfodf/vKXePHFF5GRkYHq6mpUV1ejtbUVANDa2oqf/exn2LFjB86cOYOCggLcfPPNGDlyJObMmSP15VyWQ1V2dLsExEUakBYTLnc4IWeINRwJ0UY43QIOVLD1GKr2sMBYViw0pkCRPMG5/fbb8eSTT2L16tXIzs5GSUkJNm7c6Cs8Li0tRVVVle/4Z599Fl1dXfje976HlJQU3+PJJ58EAOh0Ouzbtw833XQTRo8ejcWLFyM3NxdffPEFjEaj1JdzWcSu8ZyhVk5NlYFGo/H1nHGYKjQ5XW7sr2AvqpzE4fniUi7ZQNIKyAD08uXLsXz58j7/9vXC4DNnzvR7rvDwcHzyySd+iiyw9rDAWHbZQ6349FCNbxYNhZajNS3o6HYh2qjHiIQoucMJSeNTLdBrNahrcaDS1okhVvZmkzQUPYsq2JT4pqaywFguOd7PvoQ9OCFJrL+ZlG6FVsteVDmEG3QYm+KZ6MFhKpISE5wAqW91oKyxAxoNMDGdU1PlMjHNAq0GqLR1otrWKXc4FGCsv1GGnjqcZlnjoODGBCdAxB6DkQlRMJvC5A0mhEUa9RiTzAX/QhXXoVIGFhpTIDDBCRDeWJXDtx4Op6mGFHtnN07WeWZjcoq4vMSh4gOVdjicXLKBpMEEJ0C49oZysHs8NO0rs0EQgPTYcMRHKXvGZbAbFheBmIgwdDndOFzVInc4FKSY4ASA2y1gr7iCMQuMZSfu4r6vvBlOl1veYChgxOEQFvnLT6PRnLN1CoepSBpMcALgZF0rWhxOhIfpMDqJU1PllhkfhWiTHp3dbhypZusxVHCYWFm4JhVJjQlOAIi1HhPSLNDr+JHLTavV+H7kSliHExIEQWCCozC+HhwW+5NE+GsbACW+DTatssZBPdh6DC3lTR1oaOtCmE6DK1Ll22yXekxMt0CjAcoaO1DX4pA7HApCTHACQPwR5dLwysHWY2gp9tZ5jEsxwxSmkzkaAgCzKQyjEj1D9uxJJSkwwZFYe5cTR6vtAFjcqCSTvMnmqbo22Nq75Q2GJMfhKWUSJ12w0JikwARHYvvLbXALQIrFhGSLSe5wyCs20oCMuAgAQEl5s7zBkOS4TIMycckGkhITHIlxg03l4jTV0OBwunCw0tOLymUalEX8Du4tb4bLzZ3Fyb+Y4EishHvfKFY2C41DwuGqFnQ53YiJCMMwb68dKcPIxChEGfVo73LhKJdsID9jgiMxjv0rl9g9XlLWDEFg6zFYlXh76CalW6HRcAdxJdFpNZiY5tl8mIXG5G9McCRUZetAtb0TOq0GE9K4g7jSZCWbYdRrYevoxun6NrnDIYmwkaFsPQ0NDhWTfzHBkZA4PDUmKRoRBr28wdB5DHotJgzxJJ4cpgpePetQsf5GicTZpezBIX9jgiMhztxQPq5oHNwa27pwpqEdAJCdZpU3GOqT+B08XtuKlk4u2UD+wwRHQlzgT/nEVn0xZ1IFJXGT28z4SFgiwuQNhvqUEG1EWkw4BAHYV26TOxwKIkxwJOJ0ubG/wvNl5RYNyiX+uzlS3YKOLpe8wZDfcZkGdeCSDSQFJjgSOVrTgo5uF6JNemTGcwdxpUqxmJAYbYTLLeBAJVuPwYb7wKkDh4pJCkxwJHLuzA2tllNTlUqjOWdncRYaBxW3W/BNEec2Kcp2boLDJRvIX5jgSGQPF/hTDbEInBtvBpfTDW2wdzph1GuRlRItdzjUjytSzQjTaVDf2oXypg65w6EgwQRHIlx7Qz3E5fvZgxNcxH+f44dYEKbjrU7JTGE6jEsxA+ipmyK6XPzWS8DW0Y0Tta0AmOCowcQ0C7QaoNLWiVp7p9zhkJ/46m/4HVQFFhqTvzHBkcA+7+7UQ2MjEBdllDcYuqhIox6jkzxDGGw9Bg9xyJHrUKkDC43J35jgSIAbbKqPOMuGKxoHh85uF45UeTZv5PdQHcR/Twcr7HA4uWQDXT4mOBJg/Y369LQe2T0eDA5U2OB0C4iPMmKINVzucGgAhsVFICYiDF0uNw5XcWdxunxMcPxMEATfMAfX3lAPcRrxvnIbXG5OU1W7cxsZ3EFcHXov2cCGBl0+Jjh+VtbYgca2Lhh0WoxLNcsdDg3QyMQoRBp0aO9y4VgNW49q59smhY0MVfEVGrMOh/yACY6fiYWNY1PNMOp1MkdDA6XTajCJRY5BgzOo1ImFxuRPAUlw1q1bh4yMDJhMJuTl5aGwsLDf499++21kZWXBZDJhwoQJ+Pjjj3v9XRAErF69GikpKQgPD0d+fj6OHz8u5SUMGDfYVC+uaBwcals6UdHcAY0GmJBmkTscGgSxkXG2oR0NrQ55gyHVkzzBefPNN7Fy5UqsWbMGxcXFmDRpEubMmYPa2to+j//qq6/w/e9/H4sXL8aePXswb948zJs3DwcOHPAd8/jjj+Ppp5/G+vXrsXPnTkRGRmLOnDno7JR/DRPufaNeYoLDFY3VTUxQRyVGIdrEHcTVxBIehhEJkQCAvd7lNoguleQJzlNPPYUlS5Zg0aJFGDduHNavX4+IiAi8+OKLfR7/xz/+EXPnzsXPfvYzjB07Fo888ggmT56MP/3pTwA8vTd/+MMf8Itf/AI333wzJk6ciFdeeQWVlZV4//33pb6cfjmcLhyqtAPgDCo1EtdLOV7bipbObnmDoUvmK/Ln/lOqJBb8c8kGulySJjhdXV0oKipCfn5+zxtqtcjPz8f27dv7fM327dt7HQ8Ac+bM8R1/+vRpVFdX9zrGYrEgLy/vgud0OByw2+29HlI4VGlHl8uN2EgDhsZGSPIeJJ3EaBOGWMMhCMD+cu4srla+dajYi6pKYu8363DUa8epBqx6dx8+OVgtaxySJjj19fVwuVxISkrq9XxSUhKqq/u+8Orq6n6PF/93MOdcu3YtLBaL75Genn5J13MxnJqqfj0bbzbLGgddGpdb8K0kzl5UdTq30NjNJRtUaeuxOvyjsAwFh2tkjSMkZlGtWrUKNpvN9ygrK5PkfaZmxOK+/xqJm7NTJTk/SU8sDmf3uDqdqG1FW5cLEQadb/sNUpes5GiYwrRo6XTiVH2r3OHQJdjra2TIO0ysl/Lk8fHx0Ol0qKnpncXV1NQgOTm5z9ckJyf3e7z4vzU1NUhJSel1THZ2dp/nNBqNMBql3xNq/BALxg/hrA01O7d7XBAE9sSpjLhR48Q0C3Ra/rtTI71Oi4lDrCg804g9pc0YmchEVU3cbgH7yjxD/HL3okrag2MwGJCbm4uCggLfc263GwUFBZg+fXqfr5k+fXqv4wFg06ZNvuOHDx+O5OTkXsfY7Xbs3LnzguckGqgrUi3QazWob3WgorlD7nBokHqGiVlgrGYcKlavk3WtaHE4ER6mw+ikKFljkXyIauXKlXjuuefw8ssv4/Dhw1i2bBna2tqwaNEiAMDChQuxatUq3/E/+clPsHHjRvz+97/HkSNH8Ktf/Qq7d+/G8uXLAXiW816xYgUeffRRfPDBB9i/fz8WLlyI1NRUzJs3T+rLoSBnCtNhbIpnBWoOU6kP94ELDjlck0q1xKR0whAL9Dp5q2AkHaICgNtvvx11dXVYvXo1qqurkZ2djY0bN/qKhEtLS6HV9nwIM2bMwOuvv45f/OIX+PnPf45Ro0bh/fffx/jx433HPPDAA2hra8PSpUvR3NyMmTNnYuPGjTCZTFJfDoWAnKFW7K+woaSsGd+exHoqtWh1OH3bbHAdKnUTe3CO1rSgvcuJCIPkP1XkJ3vFRoYCvoMaQRBCrkzdbrfDYrHAZrPBbOZ+UdTbu8XlWPnWXuQOi8E7y2bIHQ4N0Fcn6/GD53Yi1WLCV6tmyx0OXaYrHytAtb0Tby69EnmZcXKHQwN049Nf4GClHet+MBk3Tky5+AsGaTC/3yExi4poMMThjQMVNnQ53fIGQwNWoqCWI10+7kulPh1dLhyp9vSiKuF7yASH6GuGx0fCEh4Gh9ONI9XSLApJ/udb4I/1N0HBV2jMOhzVOFBpg8stICHaiFSL/CUjTHCIvkaj0bD1qDKCIHAGVZDJ4XdQdc5tZChhiQ0mOER94M7i6lJp60RtiwM6rQYTuBZVUJjgXcuo2t6JKhuXbFADpc1iZIJD1Aeuw6EuYiKalRyNcINO3mDILyIMeozxrkbNhoY6iAmOUmYxMsEh6kN2mhUAcLq+Dc3tXfIGQxdVUuZZwVgpLUfyj2xuvKkatfZOVDR3QKMBJnrvn3JjgkPUh5hIA4bHRwLgzVUNxELUnKGsvwkm2dwbTjXE3u7RidGIMipj3SImOEQXwEJjdeh2ubG/Qhl735B/Tfb24OyraIbTxSUblExpw1MAExyiC2LrUR2OVLXA4XTDbNIj09vrRsEhMz4K0SY9OrvdvvVVSJnEjW6V1MhggkN0AWJLZG+5Z2dxUiax/mZSuhVa7iAeVLRaLtmgBi63gP3l3l5U9uAQKV9WshkGvRbN7d0409Audzh0AeLYf46CWo7kP+xJVb7jtS1o63Ih0qDDqMRoucPxYYJDdAEGvRbjU8WdxZtkjoYupIQFxkGtpweH30GlEpPPiWlW6BTUi8oEh6gf4qq47B5Xpub2LpyqbwPgGaKi4CMmOCfr2mDr6JY3GOqTbwVjBQ1PAUxwiPqVw3U4FE3895IRF4HYSIO8wZAk4qKMGBobAQDYy++hIpUodJiYCQ5RP8TW46FKOzq7XfIGQ+dR2tLwJA02NJSrpbMbx2qVs4P4uZjgEPUjLSYc8VEGON0CDlba5A6HvqZn7Q3W3wSznkJj1uEozf5yGwQBGGINR2K0/DuIn4sJDlE/PDuLe348OYtDWXrvIG6VNRaS1rlTxblkg7KIsxiV1nsDMMEhuih2jyvTmYZ2NLd3w6DXYmyKWe5wSELjUs0w6LRoau9GaSOXbFAS3zYpCmxkMMEhugiuw6FM4rTh8ame9YooeBn1OozzLdnQLG8w5KP0XlTeFYguYmKaBRoNUNHcgboWh9zhkJf4QycOIVJwY0+q8lQ0d6C+1QG9VoPxQyxyh3MeJjhEFxFtCsOoxCgAvLkqiRI39yPpsNBYecRGxtgUM0xhOnmD6QMTHKIB4M1VWTq7XThUaQegzK5x8r/J3plyh6q4ZINSKHl4CmCCQzQgXNFYWQ5W2uB0C4iPMiAtJlzucCgA0mLCERdpQLdLwEFvckvyUnovKhMcogEQv8D7ym1wuTlNVW7n1t9oNMrZ+4ak41mywQqADQ0l6HK6sb/Cu4M4e3CI1Gt0UjQiDDq0Opw4Wdcqdzghb4/CW44kDRYaK8eRaju6nG5YwsMwPD5S7nD6xASHaAB0Wg0meGcJsA5HfiUKXnuDpNOz6Ca/g3I7t/5Gqb2oTHCIBiibrUdFqG3pREVzBzQaYEKa8qamknQmpnuWbChv4pINcusZJrbKGkd/mOAQDVAOt2xQBLH3ZlRiFKJNYfIGQwFlNoVhZAKXbFACpRcYA0xwiAZM/CIfq2lBm8MpbzAhzHdj5QJ/Iamn0JjDVHJpauvC6fo2AOzBIQoKSWYTUiwmuAXPbCqSh69rXMEtR5KOuHM8e1LlU1LeDAAYHh8Ja4RB3mD6wQSHaBA4i0NeLreAfd6bq5K7xkk6Yo8Bl2yQj1qK/CVNcBobG7FgwQKYzWZYrVYsXrwYra0XnmLb2NiI++67D2PGjEF4eDiGDh2KH//4x7DZereWNRrNeY833nhDykshAsAVjeV2vLYFbV0uRBp0GJUYLXc4JIPRSVFcskFm4jINSu9FlTTBWbBgAQ4ePIhNmzZhw4YN2Lp1K5YuXXrB4ysrK1FZWYknn3wSBw4cwEsvvYSNGzdi8eLF5x37t7/9DVVVVb7HvHnzJLwSIo9zVzQWBLYeA01sOU5Is0CnVebUVJKWXqflkg0yEgQBexW+RYNIL9WJDx8+jI0bN2LXrl2YMmUKAOCZZ57BDTfcgCeffBKpqannvWb8+PF45513fP88YsQI/OY3v8Edd9wBp9MJvb4nXKvViuTkZKnCJ+rThCGeH9baFgeqbJ1ItXKbgEDqmbnBAuNQlj3Uip2nG1FS1ozbpw6VO5yQcqq+DbaObhj1WmQlm+UOp1+S9eBs374dVqvVl9wAQH5+PrRaLXbu3Dng89hsNpjN5l7JDQDce++9iI+Px7Rp0/Diiy/225p2OByw2+29HkSXItygQ1ayZ2iEdTiBV+xtsSu95UjS4pIN8ik66/kOTkyzwKBXdhmvZNFVV1cjMTGx13N6vR6xsbGorq4e0Dnq6+vxyCOPnDes9fDDD+Ott97Cpk2bcMstt+BHP/oRnnnmmQueZ+3atbBYLL5Henr64C+IyIt1OPKwdXTjeK2n5mIye3BCGpdskI9435s8TPnfwUEnOA899FCfRb7nPo4cOXLZgdntdtx4440YN24cfvWrX/X62y9/+UtcddVVyMnJwYMPPogHHngATzzxxAXPtWrVKthsNt+jrKzssuOj0MUN/+ThqXsChsZGICHaKHc4JKMkswmpXLJBFsVnmwGoo5Ex6Bqc+++/H3fddVe/x2RmZiI5ORm1tbW9nnc6nWhsbLxo7UxLSwvmzp2L6OhovPfeewgL63+10ry8PDzyyCNwOBwwGs+/8RmNxj6fJ7oUYv3H/gobul1uhOmU3U0bLIq9XeO5Kmg5kvSyh1pRub8ae8qaMH1EnNzhhAR7ZzeO1bYACNIEJyEhAQkJCRc9bvr06WhubkZRURFyc3MBAJ999hncbjfy8vIu+Dq73Y45c+bAaDTigw8+gMlkuuh7lZSUICYmhkkMBURmfCSiTXq0dDpxtLoF44dwP6RAEOtvJit8aioFRna6FR/vr/bNrCPplZSqqxdVsqbn2LFjMXfuXCxZsgSFhYXYtm0bli9fjvnz5/tmUFVUVCArKwuFhYUAPMnNddddh7a2Nrzwwguw2+2orq5GdXU1XC4XAODDDz/E888/jwMHDuDEiRN49tln8dhjj+G+++6T6lKIetFqNT11OBymCgiXW/D9kKlh7J+k51vRmEs2BIxYYKyWRoZk08QB4LXXXsPy5csxe/ZsaLVa3HLLLXj66ad9f+/u7sbRo0fR3t4OACguLvbNsBo5cmSvc50+fRoZGRkICwvDunXr8NOf/hSCIGDkyJF46qmnsGTJEikvhaiX7HQrvjhej5LSZtx55TC5wwl6x2tb0OJwIsKgw5gkLvBHwPhUz5INdS0OVNo6MYRLNkhO7EVVyzCxpAlObGwsXn/99Qv+PSMjo1fmPWvWrItm4nPnzsXcuXP9FiPRpRBncezhhn8BIRY2ZqdboWfNE8GzZMPYlGgcqLBjT2kTExyJuc/pRVXLOlS8UxBdAnFF41N1bWhq65I5muDX0zWujhsrBYZvRiPrcCR3vLbV14sqrgWmdExwiC5BbKQBmQmRAHq6bUk6e1TWNU6BkXPO1ikkLfE+NylNPb2o6oiSSIFyvb0JYu8CSaOxrQun6tsAcAdx6k3c7FFcsoGk4+tFHWaVN5BBYIJDdImmZHgSnN1McCQl9t6MSIiENcIgczSkJMPjImE26eFwunGkqkXucIKa2gqMASY4RJdM/KLvLWtm61FCrL+hC9FqNcj2TRdnQ0MqTW1dOFXn7UVNV8/3kAkO0SXKjI+CNSIMDqcbByu5gatU1NhypMDJ8RYac6hYOmLymBkfiZhI9fSiMsEhukRarcbXq8CbqzScLjf2lnn2GmKCQ33xDRWf4XdQKr79p1T2HWSCQ3QZxB/dorONMkcSnI5Ut6Cj2wWzSY8RCVFyh0MKlDM0BloNUNHcgWpbp9zhBCW1DhMzwSG6DD0JThOXi5eAeGPNGRoDrVYjczSkRFFGPbKSzQCA3Wxo+J3T5cbe8mYA6utFZYJDdBkmpVmh12pQY3egvKlD7nCCTs8Gm+q6sVJgcZhKOkdrWtDe5UK0UY9RierqRWWCQ3QZwg06XJHqaT1ywT//E3tw1NZypMCakhELgLVwUij2fqbZQ62q60VlgkN0mXKHeW6ubD36V629E+VNHdBogEnpFrnDIQWb4k2AD1XZ0eZwyhxNcCn2boOhxl5UJjhEl+ncOhzyH7FHbExSNKJNYTJHQ0qWag1HqsUEl1vAXm7b4Fc9KxgzwSEKOeL4/5FqO1rZevQbNd9YKfByvcNUXFncf2pbOlHa2A6NpmdjUzVhgkN0mZLMJgyxhsMtcFdjf1Lr1FSShzhMxQTHf4rO9PSiWsLV14vKBIfID3r2peI0VX/o7HZhf4Vngb9p3pY5UX/EoeI9Z5vgcnPJBn/Y5U1wpqr0O8gEh8gPprAOx69KyprR7RKQGG1Eemy43OGQCmQlRyPSoEOLw4mj1dx40x92nfE02MQGnNowwSHyA7FOZE9pM1uPfrDrtOfGOnV4LDQadU1NJXnodVrkDOXK4v7S6nDiYKW3F3U4e3CIQlZWshmRBh1aHU4cq2Hr8XLt8vaETWWBMQ1CLutw/KaktBluARhiDUeKRZ29qExwiPxAp9X4Wo+8uV4el1vwLS42VaUtR5IHVzT2n0Lv8NRUlQ5PAUxwiPxGbD0WM8G5LIerPNPto8/ZY4hoILjxpv/sPtMzTKxWTHCI/ERMcMTCPLo04o118rAY6FS2NDzJixtv+ke3y4093iUv1DqDCmCCQ+Q3k4d5Wo/lTR2obObGm5eqZ2qqervGST4cprp8hyrt6Oh2wRIehpEJ6tpg81xMcIj8JMqox/ghnj2T2ItzaQRB8H12am45kny4dcrl23VO/Y3aNtg8FxMcIj8SF6XbeZoJzqUobWxHbYsDYToNJqlwaXiSn5gYc+PNS9ez/o26GxlMcIj8SCzI28UE55KIw1MT06wwhelkjobUKNUajiHWcLjcAntxLoEgCL7hPbUPEzPBIfIjsfV4vLYVDa0OmaNRHzExVOvKqaQMeZliT2qDzJGoz6n6NjS0dcGo1/qG3NWKCQ6RH8VGGjA6yVOUt4tFjoO2yzvzhftP0eXI8/akFrInddDEWYyT0q0w6tXdi8oEh8jPpvHmeknqWx04VdcGoKdQlOhS5A2PAwDsLbOhs9slczTqEkyzGJngEPnZNO/NtfAMu8cHQxz3H5MUDWuEQeZoSM2GxUUgyWxE1znrudDA7A6SAmOACQ6R34nDK4cq7bB3dsscjXqofediUg6NRuNraLAOZ+Bq7Z0409AOjSY4elElTXAaGxuxYMECmM1mWK1WLF68GK2trf2+ZtasWdBoNL0e99xzT69jSktLceONNyIiIgKJiYn42c9+BqeT0wFJGZItJgyLi4Bb4Focg8H1b8ifWIczeDu8n9W4FDPMpjCZo7l8eilPvmDBAlRVVWHTpk3o7u7GokWLsHTpUrz++uv9vm7JkiV4+OGHff8cERHh+/8ulws33ngjkpOT8dVXX6GqqgoLFy5EWFgYHnvsMcmuhWgwpmXE4mxDOwpPN+LaMYlyh6N49s5uHKiwAeiZAUN0OcQEp7i0CV1ONwx6DlhczI5Tnt6uKzPjZI7EPyT7N3748GFs3LgRzz//PPLy8jBz5kw888wzeOONN1BZWdnvayMiIpCcnOx7mM09G+59+umnOHToEF599VVkZ2fj+uuvxyOPPIJ169ahq6tLqsshGpSpbD0Oyu4zjXALQEZcBFIs4XKHQ0FgZGIUYiMN6Ox2Y39Fs9zhqAITnAHavn07rFYrpkyZ4nsuPz8fWq0WO3fu7Pe1r732GuLj4zF+/HisWrUK7e3tvc47YcIEJCUl+Z6bM2cO7HY7Dh482Of5HA4H7HZ7rweRlMTW477yZnR0cRbHxew45UkEg+XGSvLTaDS+ejjxvy+6sNqWTpyqa4NGEzzLNEiW4FRXVyMxsXfXvF6vR2xsLKqrqy/4uh/84Ad49dVX8fnnn2PVqlX4+9//jjvuuKPXec9NbgD4/vlC5127di0sFovvkZ6efqmXRTQgQ2M9szi6XQL2lLEO52KCreVIytCz4B8TnIvZ6U0CxyabYYlQf/0NcAkJzkMPPXReEfDXH0eOHLnkgJYuXYo5c+ZgwoQJWLBgAV555RW89957OHny5CWfc9WqVbDZbL5HWVnZJZ+LaCDOncXBYar+sf6GpCKuh1N0phFOl1vmaJQtGBsZgy4yvv/++3HXXXf1e0xmZiaSk5NRW1vb63mn04nGxkYkJycP+P3y8vIAACdOnMCIESOQnJyMwsLCXsfU1NQAwAXPazQaYTQaB/yeRP4wbXgsPtxbyZ3FL4L1NySVMcnRMJv0sHc6cbDSzg1c+9GT4ARPI2PQCU5CQgISEhIuetz06dPR3NyMoqIi5ObmAgA+++wzuN1uX9IyECUlJQCAlJQU33l/85vfoLa21jcEtmnTJpjNZowbN26QV0MkHbEOp+hsExxOl+qXPZcK629IKjqtBtOGx+I/h2tReLqRCc4F1LZ04qRYfzM8eBIcyWpwxo4di7lz52LJkiUoLCzEtm3bsHz5csyfPx+pqakAgIqKCmRlZfl6ZE6ePIlHHnkERUVFOHPmDD744AMsXLgQV199NSZOnAgAuO666zBu3Djceeed2Lt3Lz755BP84he/wL333steGlKUUYlRiPPO4ijhaqoXFIxd46Qc4g82F/y7sHPrb4JpFXFJFwZ47bXXkJWVhdmzZ+OGG27AzJkz8de//tX39+7ubhw9etQ3S8pgMOA///kPrrvuOmRlZeH+++/HLbfcgg8//ND3Gp1Ohw0bNkCn02H69Om44447sHDhwl7r5hApgUajwfQRnh/tr07y5toX1t+Q1PLOqYVzuQWZo1EmsZERbN9BSRf6i42N7XdRv4yMDAhCz39w6enp2LJly0XPO2zYMHz88cd+iZFISjNGxGPDvipsP9mAn35T7miUh/U3JLUrUs2IMnrqcA5X2TF+iEXukBRHnGUWbL2oXNqRSEIzvD04e8qa0N7F7US+bvtJDk+RtPQ6ra8ebtuJepmjUZ66FgdO1LZCo+mpGwwWTHCIJDQsLgKpFhO6XYJvt2zqwQJjCgRxqHgbh4rPI9YmZQVZ/Q3ABIdIUp46nHgArMP5OltHNw5Wsv6GpHfVSM93cNfpRnQ5uR7OuYJxeriICQ6RxK4a6Wk9bj/J7vFzsf6GAmVMUjTiIg3o6HZhTyl7Us/1VRAPEzPBIZKY2D2+v8IGe2e3zNEox7YTnhur+PkQSUWr5YzGvlQ2d+BUXRu0GiY4RHQJUizhyIyPhFsACrnpn49Y8Dlz5MUXDiW6XOIw1VfsSfURv4MT06ywhAfH/lPnYoJDFABsPfZWa+/E0ZoWaDTswaHAuMpbC7entBltDs5oBM5tZMTLHIk0mOAQBcCMEWw9nmub93O4ItWM2MjgmrlByjQ0LgJpMeFwugUUcn84CIKAL73DxFcxwSGiSyXOUDhS3YKGVofM0cjvy+PBfWMlZRJ7cb7iejg4VtOK+lYHTGFaTB5mlTscSTDBIQqAuCgjspKjAfSs/RKqPC3HOgDAN1h/QwE0wzujUSxwD2VfepO8acPjgnYjYCY4RAEiDlOJP+6h6mRdK2rsDhj0WkzJiJE7HAoh4nfwUJUdjW1dMkcjr576m+CtgWOCQxQg3xjtubluPVbfaw+2UPPlcc+NdWpGDExhwdlyJGVKiDZiTJKnJ3V7CBf8d7vc2Hkq+IeJmeAQBUje8FgYdFpUNHfgVH2b3OHIRuwaD+YbKymXOEz1ZQjX4ewta0ZblwuxkQaMTTbLHY5kmOAQBUiEQY+pwz1DMluPheYwVbfL7atBYv0NyUGcEv3F8bqQ7UkVk7vpI+Kg1WpkjkY6THCIAujqUZ4f9VBNcPaVN6PV4YQ1IgzjUoO35UjKdWVmHAw6LcqbOnA6RHtSg339GxETHKIAunq0J8HZcaoRDqdL5mgC7wtv/c2MEXHQBXHLkZQr0tjTk7olBBsato5uFJc2A2CCQ0R+lJUcjYRoIzq6Xdh9JvQ2/dt81Ds9fBSHp0g+13gbGqGY4Gw7UQ+XW8CIhEikx0bIHY6kmOAQBZBGo8E3RomzqULr5trY1oW95c0AgFljmOCQfK4ZnQgA2HGqAZ3dodWTuvloLQBg1phEmSORHhMcogAL1dajp6jT04uVYgmXOxwKYaOTopBsNqGz243C06Gz8KYgCL77Tig0MpjgEAXYzJHx0Gg82zbU2jvlDidgPj8SOi1HUjaNRhOSDY3DVS2osTsQHqbDtOGxcocjOSY4RAEWF2XE+FQLAGDr8dBYi8PtFnzXGgotR1K+a8aEXoKz+ZinkTFjRPBuz3AuJjhEMrh6dGjV4eyrsKGxrQvRRj1yh3F7BpLfVSPjodNqcKK2FeVN7XKHExBikX+oNDKY4BDJQBym2XKsDk6XW+ZopCcOT80cFY8wHW87JD9LeBhy0q0APNunBDt7ZzeKznpmbobKMDHvNEQyyEm3whoRBltHz00nmG0OocJGUg+xDkecWRTMth33TA/PDIHp4SImOEQy0Ou0uNbbiio4Etw314ZWB/b5poeHRsuR1EGsw9l2oj7oF970DU+NDp3vIBMcIpnMHuu50fzncI3MkUhrq3d6+NgUM5LMJrnDIfIZn2pBktmIti6Xb4+0YBRq08NFTHCIZHL16ATotRqcqmsL6j1xxJbjtSF0YyV10Go1+K+sJADAfw4Fb0PjYKUd1fZORBhCY3q4iAkOkUzMpjDfzaYgSHtxul1uX4Hxf2WFTtc4qcc3x3mHig/XBO3u4p96k7erRyXAFBb808NFTHCIZDR7rKf1WHA4OOtwCk83wt7pRHyUATlDOT2clGfGiHiYwrSotHXiUJVd7nAkscmb4HxzXJLMkQQWExwiGeV763B2nWmEraNb5mj879OD1QCA2VlJ3D2cFMkUpvNt/vqfQ8HX0ChrbMfhKju0GuDaEOtFZYJDJKNhcZEYmRgFp1sIukX/BEEI2ZYjqcs3vT2pwVjwL17TlIxYxEYaZI4msCRNcBobG7FgwQKYzWZYrVYsXrwYra2tFzz+zJkz0Gg0fT7efvtt33F9/f2NN96Q8lKIJDM7q6cGIJgcrLSj0taJ8DAdZnp3UCdSomuzEqHRAPsrbKi2Bdf+cGIj47oQbGRImuAsWLAABw8exKZNm7BhwwZs3boVS5cuveDx6enpqKqq6vX49a9/jaioKFx//fW9jv3b3/7W67h58+ZJeSlEkhHrcD47UosuZ/CsauwrbBwdH1KFjaQ+CdFGZHtXNQ6mXhxbezd2endLD8VeVMkSnMOHD2Pjxo14/vnnkZeXh5kzZ+KZZ57BG2+8gcrKyj5fo9PpkJyc3Ovx3nvv4bbbbkNUVFSvY61Wa6/jTCaur0HqlDssBvFRBtg7ndh+qkHucPymp+WYLHMkRBcnJgCfeOvGgsHnR2vhcgsYnRSFYXGRcocTcJIlONu3b4fVasWUKVN8z+Xn50Or1WLnzp0DOkdRURFKSkqwePHi8/527733Ij4+HtOmTcOLL77Y7/Q+h8MBu93e60GkFDqtBnOu8CQBGw9UyRyNf4iFjTqthtPDSRWuH58CAPjqZAOa2rpkjsY/Qr0GTrIEp7q6GomJvW9ser0esbGxqK4eWIb8wgsvYOzYsZgxY0av5x9++GG89dZb2LRpE2655Rb86Ec/wjPPPHPB86xduxYWi8X3SE9PH/wFEUlIvLl+crAmKDbfFFvBU4bFICbEChtJnYbHR2Jsihkud09xvJp1dLnwmXcNKrEBFWoGneA89NBDFywEFh9Hjhy57MA6Ojrw+uuv99l788tf/hJXXXUVcnJy8OCDD+KBBx7AE088ccFzrVq1CjabzfcoKyu77PiI/CkvMxYxEWFobOtC4Wn1Lxn/0X5PT9QNE1JkjoRo4G4Y70kEPg6CntTPj9aio9uF9NhwTBhikTscWQw6wbn//vtx+PDhfh+ZmZlITk5GbW3vNQWcTicaGxuRnHzxbPKf//wn2tvbsXDhwosem5eXh/Lycjgcjj7/bjQaYTabez2IlCRMp/XVqvz7gLprAMqb2rGntBkaDXD9hNBsOZI63TDRk5BvO1EPW7u616X6aJ8nSbtxQio0mtBcg0o/2BckJCQgIeHie8pMnz4dzc3NKCoqQm5uLgDgs88+g9vtRl5e3kVf/8ILL+Cmm24a0HuVlJQgJiYGRqPx4hdApFBzJyTjzd1l2HiwGr+66QrVLoz3sbf3Jm94LBKjWfxP6jEiIQpjkqJxtKYFmw7X4Hu5aXKHdEnau5woOOIZZvvWxNDtRZWsBmfs2LGYO3culixZgsLCQmzbtg3Lly/H/PnzkZqaCgCoqKhAVlYWCgsLe732xIkT2Lp1K+6+++7zzvvhhx/i+eefx4EDB3DixAk8++yzeOyxx3DfffdJdSlEAXHViHhEm/Soa3Gg6GyT3OFcsg3eluO3JqbKHAnR4Im9jv/er95hqs+O1KKz241hcRG4IjV0RywkXQfntddeQ1ZWFmbPno0bbrgBM2fOxF//+lff37u7u3H06FG0t7f3et2LL76ItLQ0XHfddeedMywsDOvWrcP06dORnZ2Nv/zlL3jqqaewZs0aKS+FSHIGvdY32+GjfX0vpaB0pQ3t2Fdug1YDXD+ew1OkPjd668a+OF4Pe6c6h6nE4akbJqSE7PAUAGiEYN0+tR92ux0WiwU2m431OKQonx+pxaKXdiEu0oAdP5+NMJ26dlP58+YTeHzjUcwcGY9X7774UDSREuU/tQUnalvxxPcm4tYp6pp12+ZwYvIjm+BwurHhvpkYH2QFxoP5/VbX3ZMoyM0cFY+4SAMa2rrw5Yl6ucMZtA17xeGp0B33J/Wbl+0ZXn1vT4XMkQxewZFaOJxuZIT48BTABIdIUcJ0Wnx7kufm+r7Kbq4naltxqMoO/TkLFxKp0c3ZQwAA2081oMrWIXM0gyPeN741MXRnT4mY4BApzLwcz831k4PVaHU4ZY5m4N4tLgcAXDM6gYv7kaqlx0ZgWkYsBAH4V4l66uHqWhzYcqwOAPDdyUNkjkZ+THCIFGZSmgXD4yPR2e3GpyrZF8flFnzd+beodGot0bm+400Q3iuu6HcrICX5YG8lXG4BOUOtyEyIuvgLghwTHCKF0Wg0mOftIldLDcD2kw2osnXCEh6G2WO59xSp3w0TUmDQa3G0pgWHqtSxf6HYi/rdyWxkAExwiBRpXo6nDmfbiXrU2jtljubi3vHeWL89KQVGvU7maIgunyU8DPneZF0N9XBHqu04WGlHmE6Db7PIHwATHCJFGhYXidxhMXALwDvFyr65tjqc2OjdXoItRwomYk/q+yWVit8E913vfWJ2VhKsEayBA5jgECnW7VM962+8sasUbrdyawA+3leFjm4XMuMjkZNulTscIr+ZNSYR8VEG1LU4UHCk9uIvkEmX0413ijy9qKyB68EEh0ihvjUxBdFGPc42tGP7qQa5w7mg13aeBQDcOiU95KelUnAx6LX4Xq6nofH6zlKZo7mwTw5Wo6GtC8lmE64dc/H9G0MFExwihYow6H1Txl8vVObNdX+5DXvLbTDotLhtCluOFHy+P82T4Gw9XoeyxvaLHC0PsZFx29R06FW2+rmU+EkQKdj3pw0FAHx6sBr1rQ6ZozmfeGO9fkIy4qKMMkdD5H/D4iIxc2Q8BMEzXKw0J+taseNUI7QaYP5UdW0rITUmOEQKNi7VjElpFnS7BLy9u1zucHqxd3b7FkFbkDdM5miIpPODPE9D463d5ehWWLHxP7xDZ/+VlYhUa7jM0SgLExwihVtwpSd5+Pv2M4qayfFecQU6ul0YlRiFqRkxcodDJJlvjktCfJQRdS0O/PuAchbfbO9y4m1vcbGYhFEPJjhECnfTpFTERxlQaetUzM3V5Rbw0ldnAAAL8oayuJiCWphOizuu9CQQL3xxSjErG79TVA5bRzeGxkbgmtFcYPPrmOAQKZwpTOcbAnrhy9MyR+Pxn8M1OF3fBrNJj1uncNyfgt+dVw6DQa/F3nIbdp9tkjscuNyC737ww6syoNOykfF1THCIVOCOK4fBoNOipKwZRQq4uf516ykAnrgijXqZoyGSXlyUEbd496d6/otTMkfjaWScaWhnI6MfTHCIVCAh2oibsz3bN8h9cy0624iis00w6LS4a0aGrLEQBdLimcMBAJ8eqsGZ+jZZY3nO28hYwEbGBTHBIVKJu7+RCQDYeLAaR6tbZItD7L2Zl5OKRLNJtjiIAm1kYjSuHZMAQQDWbzkpWxxFZxux+2wTwnQaNjL6wQSHSCXGJEfj+vHJEATg6c+OyxLDoUo7PjlYA40GWOJNuIhCyfL/GgkA+GdROUob5Fn47w//8Xz/v5uThiQ2Mi6ICQ6Rivx49igAwMf7q3CsJvC9OH/4zzEAwI0TUjAqKTrg708kt9xhsbh6dAKcbgHPyNDQ2H2mEV8cr4deq/ElW9Q3JjhEKjI2xdzTi1MQ2Jvr/nIbPj1UA60GWJE/OqDvTaQkP833NDTe3VMR8Fqc//M2Mm6dkob02IiAvrfaMMEhUhmxF+ej/VU4UGELyHsKgoDHPzkCALg5ewhGJkYF5H2JlChnaAyuHZMAl1vwJRyBsOVYHbadaECYToMfzWLvzcUwwSFSmbEpZszLToUgAA9vOBSQRcc+P1qLL47Xw6DTYoW39UoUyu6/bgwA4F8llSgulX7pBqfLjd98dAgAsHB6BntvBoAJDpEKPTA3C6YwLQpPN2KjxKsbdzndeHTDYQDAopkZGBYXKen7EanB+CEW3JqbBgD49YeH4HZL29B4c3cZjtW0whoRhh//FxsZA8EEh0iFUq3hWHr1CADAox8dRpvDKdl7/W3baZyqb0N8lAHLr2W3OJHoZ3PHINKgw96yZrxTLN1muPWtDjzxyVEAwIrZo2CJCJPsvYIJExwilbrnmkykxYSjornDd/Pzt1N1rXhqk6fG4IG5WYg28cZKJEqMNvlq4h796DBq7Z2SvM+vPzyE5vZujEsx+zbfpYtjgkOkUhEGPdZ+dwIA4OXtZ7DrTKNfz+92C3jonf1wON34xqh4X3c8EfVYPHM4JgyxwNbRjV+8f8DvNXH/OVSDD/dWQqsBfnfLRITp+LM9UPykiFTsG6MScGtuGgQBWPFGCZrbu/x27me3nEThmUZEGHR47DsTuGM4UR/0Oi2euHUiwnQafHqoBm/tLvPbuatsHXjgnX0APAtrTkiz+O3coYAJDpHK/fLb4zA0NgIVzR24/629fil2/OpkPX7/qWfYa823x3HGBlE/spLN+Ok3PWtD/fJfB/2yfIPT5caP/7EHjW1duCK15/w0cExwiFTObArDnxdMhkGvRcGRWl/NzKU6U9+G+17fA7cAfC83Dbdxp2Kii7rn6hHIH5uILqcb97xahNqWS6/HEQQBv/zXQew604Roox5/XjAZpjCdH6MNDUxwiILA+CEWPHrzeADAnz4/gRe/PH1J56m2dWLB8zvR0NaFcSlmPHLzeA5NEQ2AVqvB72/LxrC4CJQ3deDO5wsvecj4/zYdwz8KS6HVAL+/bRKXZrhEkiU4v/nNbzBjxgxERETAarUO6DWCIGD16tVISUlBeHg48vPzcfx47+XoGxsbsWDBApjNZlitVixevBitra0SXAGRutw2NR3/c52nG/vhDYfw160nB1XwWNrQjh88twMVzR3IiIvAyz+chnADW41EA2UJD8MrP5yGxGgjjta0YMHzOwc1s0oQBDy+8Qie/uwEAODReRNw3RXJUoUb9CRLcLq6unDrrbdi2bJlA37N448/jqeffhrr16/Hzp07ERkZiTlz5qCzs+c/kAULFuDgwYPYtGkTNmzYgK1bt2Lp0qVSXAKR6tx77Uj899WeXb4f+/gIHvjnvgGtkfP50Vp858/bcKq+DUOs4fj74jwkRBulDpco6AyLi8Rrd+chNtKAg5V2zFu3DYWnLz7Dsbm9C8teLcafN58EADx0fRZ+kDdU6nCDmkaQeJ33l156CStWrEBzc3O/xwmCgNTUVNx///34n//5HwCAzWZDUlISXnrpJcyfPx+HDx/GuHHjsGvXLkyZMgUAsHHjRtxwww0oLy9HamrqgGKy2+2wWCyw2Wwwm82XdX1ESiMIAp7/4jQe+/dhCAIwxBqOFfmj8O1JqeeN4x+racEzn53Ah3srAQBXpJrxt7umItFskiN0oqBxtqENi17ahVN1bdBogNty0/Gja0ecN9zU5nDi3T0V+ON/jqO+1YEwnQaPzhuP26cyuenLYH6/9QGK6aJOnz6N6upq5Ofn+56zWCzIy8vD9u3bMX/+fGzfvh1Wq9WX3ABAfn4+tFotdu7cie985zt9ntvhcMDhcPj+2W63S3chRDLTaDRYcnUmxg+x4H/e3ouK5g787J/78PCHh5CbEYMUSzg6u104WGnDsZqe4d1FV2XgwblZLGYk8oNhcZF4/96r8OiGQ3hrdzne3F2GN3eXYVyKGVkp0TDqtShv6kDR2Sa0d7kAAJkJkfjj7TmcDu4niklwqqs9++kkJSX1ej4pKcn3t+rqaiQmJvb6u16vR2xsrO+Yvqxduxa//vWv/RwxkbJNHxGH/6y8Bi99dQZ/334GlbZObD5a1+sYvVaD2WMT8ePZo3BFKm+qRP5kNoXh8e9Nwu1T0/HHghP48ngdDlXZcaiqdyM7Iy4Cd83IwA/yhsGg59wffxlUgvPQQw/hd7/7Xb/HHD58GFlZWZcVlL+tWrUKK1eu9P2z3W5HejqnvlLwCzfosGzWCPz31ZnYW96MA5V2NLV1Qa/TIDM+CnnDYxETaZA7TKKgljssFq/8cBrqWhwoPN2IMw1tcLsFxEUZMTHNgitSzZytKIFBJTj3338/7rrrrn6PyczMvKRAkpM9leI1NTVISUnxPV9TU4Ps7GzfMbW1tb1e53Q60djY6Ht9X4xGI4xGFkxS6NJqNcgZGoOcoTFyh0IUshKijbhxYsrFDyS/GFSCk5CQgISEBEkCGT58OJKTk1FQUOBLaOx2O3bu3OmbiTV9+nQ0NzejqKgIubm5AIDPPvsMbrcbeXl5ksRFRERE6iPZYF9paSlKSkpQWloKl8uFkpISlJSU9FqzJisrC++99x4AT2HkihUr8Oijj+KDDz7A/v37sXDhQqSmpmLevHkAgLFjx2Lu3LlYsmQJCgsLsW3bNixfvhzz588f8AwqIiIiCn6SFRmvXr0aL7/8su+fc3JyAACff/45Zs2aBQA4evQobLaePTseeOABtLW1YenSpWhubsbMmTOxceNGmEw9U1Zfe+01LF++HLNnz4ZWq8Utt9yCp59+WqrLICIiIhWSfB0cJeI6OEREROozmN9vzkcjIiKioMMEh4iIiIIOExwiIiIKOkxwiIiIKOgwwSEiIqKgwwSHiIiIgg4THCIiIgo6THCIiIgo6DDBISIioqAj2VYNSiYu3my322WOhIiIiAZK/N0eyCYMIZngtLS0AADS09NljoSIiIgGq6WlBRaLpd9jQnIvKrfbjcrKSkRHR0Oj0cgSg91uR3p6OsrKyrgfVh/4+VwYP5v+8fPpHz+f/vHzuTAlfDaCIKClpQWpqanQavuvsgnJHhytVou0tDS5wwAAmM1mfon6wc/nwvjZ9I+fT//4+fSPn8+Fyf3ZXKznRsQiYyIiIgo6THCIiIgo6DDBkYnRaMSaNWtgNBrlDkWR+PlcGD+b/vHz6R8/n/7x87kwtX02IVlkTERERMGNPThEREQUdJjgEBERUdBhgkNERERBhwkOERERBR0mOArx0UcfIS8vD+Hh4YiJicG8efPkDklxHA4HsrOzodFoUFJSInc4inDmzBksXrwYw4cPR3h4OEaMGIE1a9agq6tL7tBks27dOmRkZMBkMiEvLw+FhYVyhyS7tWvXYurUqYiOjkZiYiLmzZuHo0ePyh2WYv32t7+FRqPBihUr5A5FMSoqKnDHHXcgLi4O4eHhmDBhAnbv3i13WP1igqMA77zzDu68804sWrQIe/fuxbZt2/CDH/xA7rAU54EHHkBqaqrcYSjKkSNH4Ha78Ze//AUHDx7E//3f/2H9+vX4+c9/LndosnjzzTexcuVKrFmzBsXFxZg0aRLmzJmD2tpauUOT1ZYtW3Dvvfdix44d2LRpE7q7u3Hdddehra1N7tAUZ9euXfjLX/6CiRMnyh2KYjQ1NeGqq65CWFgY/v3vf+PQoUP4/e9/j5iYGLlD659Asuru7haGDBkiPP/883KHomgff/yxkJWVJRw8eFAAIOzZs0fukBTr8ccfF4YPHy53GLKYNm2acO+99/r+2eVyCampqcLatWtljEp5amtrBQDCli1b5A5FUVpaWoRRo0YJmzZtEq655hrhJz/5idwhKcKDDz4ozJw5U+4wBo09ODIrLi5GRUUFtFotcnJykJKSguuvvx4HDhyQOzTFqKmpwZIlS/D3v/8dERERcoejeDabDbGxsXKHEXBdXV0oKipCfn6+7zmtVov8/Hxs375dxsiUx2azAUBI/nfSn3vvvRc33nhjr/+GCPjggw8wZcoU3HrrrUhMTEROTg6ee+45ucO6KCY4Mjt16hQA4Fe/+hV+8YtfYMOGDYiJicGsWbPQ2Ngoc3TyEwQBd911F+655x5MmTJF7nAU78SJE3jmmWfw3//933KHEnD19fVwuVxISkrq9XxSUhKqq6tlikp53G43VqxYgauuugrjx4+XOxzFeOONN1BcXIy1a9fKHYrinDp1Cs8++yxGjRqFTz75BMuWLcOPf/xjvPzyy3KH1i8mOBJ56KGHoNFo+n2I9RMA8L//+7+45ZZbkJubi7/97W/QaDR4++23Zb4K6Qz083nmmWfQ0tKCVatWyR1yQA308zlXRUUF5s6di1tvvRVLliyRKXJSunvvvRcHDhzAG2+8IXcoilFWVoaf/OQneO2112AymeQOR3HcbjcmT56Mxx57DDk5OVi6dCmWLFmC9evXyx1av/RyBxCs7r//ftx11139HpOZmYmqqioAwLhx43zPG41GZGZmorS0VMoQZTXQz+ezzz7D9u3bz9v7ZMqUKViwYIHiWxCXaqCfj6iyshLXXnstZsyYgb/+9a8SR6dM8fHx0Ol0qKmp6fV8TU0NkpOTZYpKWZYvX44NGzZg69atSEtLkzscxSgqKkJtbS0mT57se87lcmHr1q3405/+BIfDAZ1OJ2OE8kpJSen1GwUAY8eOxTvvvCNTRAPDBEciCQkJSEhIuOhxubm5MBqNOHr0KGbOnAkA6O7uxpkzZzBs2DCpw5TNQD+fp59+Go8++qjvnysrKzFnzhy8+eabyMvLkzJEWQ308wE8PTfXXnutr/dPqw3NjlmDwYDc3FwUFBT4lllwu90oKCjA8uXL5Q1OZoIg4L777sN7772HzZs3Y/jw4XKHpCizZ8/G/v37ez23aNEiZGVl4cEHHwzp5AYArrrqqvOWFTh27Jjif6OY4MjMbDbjnnvuwZo1a5Ceno5hw4bhiSeeAADceuutMkcnv6FDh/b656ioKADAiBEj2AKFJ7mZNWsWhg0bhieffBJ1dXW+v4Vir8XKlSvx//7f/8OUKVMwbdo0/OEPf0BbWxsWLVokd2iyuvfee/H666/jX//6F6Kjo301SRaLBeHh4TJHJ7/o6Ojz6pEiIyMRFxfHOiUAP/3pTzFjxgw89thjuO2221BYWIi//vWviu8tZoKjAE888QT0ej3uvPNOdHR0IC8vD5999pny1xgg2W3atAknTpzAiRMnzkv4BEGQKSr53H777airq8Pq1atRXV2N7OxsbNy48bzC41Dz7LPPAgBmzZrV6/m//e1vFx0KJZo6dSree+89rFq1Cg8//DCGDx+OP/zhD1iwYIHcofVLI4TiXZCIiIiCWmgO1hMREVFQY4JDREREQYcJDhEREQUdJjhEREQUdJjgEBERUdBhgkNERERBhwkOERERBR0mOERERBR0mOAQERFR0GGCQ0REREGHCQ4REREFHSY4REREFHT+P1mI5s9mrQiYAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自定义x,y的正弦曲线图\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "# 在 -2PI 和 2PI 之间等间距生成 1000 个值，也就是 X 坐标\n",
    "x = np.linspace(-2*np.pi, 2*np.pi, 1000)\n",
    "\n",
    "# 计算y坐标\n",
    "y = np.sin(x)\n",
    "\n",
    "# 向方法中的 *args 输入 x,y坐标\n",
    "plt.plot(x, y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:53:07.626171100Z",
     "start_time": "2025-01-09T02:53:07.509424600Z"
    }
   },
   "id": "87413a3d5611f37a",
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "柱形图 matplotlib.pyplot.bar(*args, **kwargs)"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "cb6c7fcdae868907"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<BarContainer object of 1000 artists>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x,y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:54:50.842458200Z",
     "start_time": "2025-01-09T02:54:50.271090800Z"
    }
   },
   "id": "7c114432e36c13b8",
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<BarContainer object of 3 artists>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar([1,2,3],[1,2,3])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:55:52.134210200Z",
     "start_time": "2025-01-09T02:55:52.047773700Z"
    }
   },
   "id": "46d3f1948540de62",
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "source": [
    "散点图\n",
    "matplotlib.pyplot.scatter(*args,**kwargs)\n",
    "就是呈现在二维平面的一些点"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b454457dacd428b4"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x28d74a56050>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# x,y的坐标均有numpy在0到1中随机生成1000个值\n",
    "\n",
    "x = np.random.ranf(1000)\n",
    "y = np.random.ranf(1000)\n",
    "\n",
    "plt.scatter(x, y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:58:06.517275900Z",
     "start_time": "2025-01-09T02:58:06.392174800Z"
    }
   },
   "id": "10111820af768c2b",
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "source": [
    "饼状图\n",
    "matplotlib.pyplot.pie(*args,**kwargs)\n",
    "在有限列表以百分比呈现时特别有用"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "4f3bd9e4813fafac"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "([<matplotlib.patches.Wedge at 0x28d773b6890>,\n  <matplotlib.patches.Wedge at 0x28d775ae1d0>,\n  <matplotlib.patches.Wedge at 0x28d775ae310>,\n  <matplotlib.patches.Wedge at 0x28d775c74d0>,\n  <matplotlib.patches.Wedge at 0x28d775c7e50>],\n [Text(1.0759623560663252, 0.22870288220353185, ''),\n  Text(0.7360435992131525, 0.8174593690559478, ''),\n  Text(-0.339918873399729, 1.0461621095732052, ''),\n  Text(-1.0759622304262273, -0.22870347329286142, ''),\n  Text(0.5500008201747041, -0.9526274706343256, '')])"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie([1,2,3,4,5])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T02:59:38.668021900Z",
     "start_time": "2025-01-09T02:59:38.623701Z"
    }
   },
   "id": "144fa758ae5ab59c",
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "source": [
    "量场图\n",
    "matplotlib.pyplot.quiver(*args,**kwargs)\n",
    "由向量组成的图像\n",
    "\n",
    "从图像的角度来看，量场图就是带方向的箭头符号"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "3cc44187f31189af"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.quiver.Quiver at 0x28d775e9e10>"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,y = np.mgrid[0:10, 0:10]\n",
    "plt.quiver(x,y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:01:43.907581900Z",
     "start_time": "2025-01-09T03:01:43.833645100Z"
    }
   },
   "id": "db388d29fe92781c",
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "source": [
    "等高线图\n",
    "matplotlib.pyplot.contourf(*args,**kwargs)"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "88c3e2158c5f51f6"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.contour.QuadContourSet at 0x28d7756c7d0>"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成网格矩阵\n",
    "x = np.linspace(-5,5,500)\n",
    "y = np.linspace(-5,5,500)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "# 等高线计算公式\n",
    "Z = (1 - x/2 + x**3 + Y**4) * np.exp(-X**2 - Y**2)\n",
    "\n",
    "plt.contourf(X,Y,Z)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:04:58.140091600Z",
     "start_time": "2025-01-09T03:04:58.027538600Z"
    }
   },
   "id": "a49ef31dd6af00f4",
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 定义图形样式\n",
    "\n",
    "### 二维线型图\n",
    "有代表性的参数举例：\n",
    "alpha=\t设置线型的透明度，从 0.0 到 1.0\n",
    "color=\t设置线型的颜色\n",
    "fillstyle=\t设置线型的填充样式\n",
    "linestyle=\t设置线型的样式\n",
    "linewidth=\t设置线型的宽度\n",
    "marker=\t设置标记点的样式"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "93a76460da3ef7f"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7c599a10>]"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在 -2PI 和 2PI 之间等间距生成 1000 个值，也就是 X 坐标\n",
    "X = np.linspace(-2 * np.pi, 2 * np.pi, 1000)\n",
    "# 计算 sin() 对应的纵坐标\n",
    "y1 = np.sin(X)\n",
    "# 计算 cos() 对应的纵坐标\n",
    "y2 = np.cos(X)\n",
    "\n",
    "plt.plot(X, y1, color='r', linestyle='--', linewidth=2, alpha=0.8)\n",
    "plt.plot(X, y2, color='b', linestyle='-', linewidth=2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:12:03.954298800Z",
     "start_time": "2025-01-09T03:12:03.873458600Z"
    }
   },
   "id": "26163421470acb8f",
   "execution_count": 18
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 散点图\n",
    "\n",
    "样式参数\n",
    "s=\t散点大小\n",
    "c=\t散点颜色\n",
    "marker=\t散点样式\n",
    "cmap=\t定义多类别散点的颜色\n",
    "alpha=\t点的透明度\n",
    "edgecolors=\t散点边缘颜色"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "362bd939b99cdf15"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x28d7c370590>"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成随机数据\n",
    "x = np.random.rand(100)\n",
    "y = np.random.rand(100)\n",
    "colors = np.random.rand(100)\n",
    "size = np.random.normal(50, 60, 100)\n",
    "\n",
    "plt.scatter(x, y, s=size, c=colors)  # 绘制散点图"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:27:50.414184100Z",
     "start_time": "2025-01-09T03:27:50.329450300Z"
    }
   },
   "id": "79594bb58c3ef5d9",
   "execution_count": 24
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 饼状图\n",
    "\n",
    "可以设置颜色、标签、阴影等"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "5dc73daf6a6edf50"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "(np.float64(-1.1049993268457579),\n np.float64(1.205000124169031),\n np.float64(-1.2818648644144581),\n np.float64(1.1086522701612425))"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = 'Cat', 'Dog', 'Cattle', 'Sheep', 'Horse'  # 各类别标签\n",
    "color = 'r', 'g', 'r', 'g', 'y'  # 各类别颜色\n",
    "size = [1, 2, 3, 4, 5]  # 各类别占比\n",
    "explode = (0, 0, 0, 0, 0.2)  # 各类别的偏移半径\n",
    "\n",
    "# 绘制饼状图\n",
    "plt.pie(size, colors=color, explode=explode,\n",
    "        labels=label, shadow=True, autopct='%1.1f%%')\n",
    "# 饼状图呈正圆\n",
    "plt.axis('equal')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:29:32.901672600Z",
     "start_time": "2025-01-09T03:29:32.839088Z"
    }
   },
   "id": "d14b8457900e2224",
   "execution_count": 25
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 组合图形样式\n",
    "\n",
    "两张图的横坐标必须共享，才能够被 Matplotlib 自动判断为组合图效果"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "d202e01b9204d686"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d77421790>]"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1,3,5,7,9,11,13,15,17,19]\n",
    "y_bar = [3, 4, 6, 8, 9, 10, 9, 11, 7, 8]\n",
    "y_line = [2, 3, 5, 7, 8, 9, 8, 10, 6, 7]\n",
    "\n",
    "plt.bar(x, y_bar)\n",
    "plt.plot(x, y_line, '-o', color='y')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:31:06.233919Z",
     "start_time": "2025-01-09T03:31:06.137208700Z"
    }
   },
   "id": "7a7590bceb821f4a",
   "execution_count": 26
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 定义图形位置\n",
    "\n",
    "引入plt.figure图形对象"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "bc01485d3c81ac79"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d786eba50>]"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,10,20)\n",
    "y = x*x + 2\n",
    "\n",
    "fig = plt.figure()  # 新建图形对象\n",
    "axes = fig.add_axes([0.5,0.5,0.8,0.8])  # 控制画布的左，下，宽度，高度\n",
    "axes.plot(x,y,'r')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:37:53.601620Z",
     "start_time": "2025-01-09T03:37:53.525462700Z"
    }
   },
   "id": "49bcbba4121e797a",
   "execution_count": 27
  },
  {
   "cell_type": "markdown",
   "source": [
    "figure 相当于绘画用的画板\n",
    "axes 相当于铺在画板上的画布\n",
    "将图像绘制在画布上，于是就有了 plot，set_xlabel 等操作\n",
    "\n",
    "借助于图形对象，我们可以实现大图套小图的效果"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "2ae8873b6b822bdc"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7c969f50>]"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()  # 新建画板\n",
    "axes1 = fig.add_axes([0.1,0.1,0.8,0.8]) # 大画布\n",
    "axes2 = fig.add_axes([0.2,0.5,0.4,0.3])  # 小画布\n",
    "\n",
    "axes1.plot(x,y,'r')\n",
    "axes2.plot(y,x,'g')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:40:44.513156600Z",
     "start_time": "2025-01-09T03:40:44.409788100Z"
    }
   },
   "id": "6fb763a83fdf72b5",
   "execution_count": 28
  },
  {
   "cell_type": "markdown",
   "source": [
    "上面的绘图代码中，\n",
    "已经学会了使用 add_axes() 方法向我们设置的画板 figure 中添加画布 axes。\n",
    "\n",
    "在 Matplotlib 中，还有一种添加画布的方式，\n",
    "那就是 plt.subplots()，它和 axes 都等同于画布"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8658686f06a5638a"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d786ef710>]"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "axes.plot(x,y,'r')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:41:51.908398700Z",
     "start_time": "2025-01-09T03:41:51.694306200Z"
    }
   },
   "id": "84f06a6fb3842471",
   "execution_count": 29
  },
  {
   "cell_type": "markdown",
   "source": [
    "借助于 plt.subplots()，可以实现子图的绘制，也就是将多张图按一定顺序拼接在一起。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b0286db37c5c3773"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=2)  # 子图为 1 行，2 列\n",
    "for ax in axes:\n",
    "    ax.plot(x, y, 'r')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:42:40.400414600Z",
     "start_time": "2025-01-09T03:42:40.270043800Z"
    }
   },
   "id": "575871ae36b1f5bf",
   "execution_count": 32
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7c5e5fd0>]"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x450 with 1 Axes>",
      "image/png": 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OQUFBbWaUJCm9LF0KRx8N7dpBQYHlUEmnwhPEZcuWccwxx3DJJZeQl5dH/fqhW2ZnZ7NkyZJy31tYWEhhYSErVqyo0bCSJKW8wkLo2RNuvRUuvTR2GukHVXiCmJWVRbNmzQBo0KDBN18vKioiKyur3Pfm5uYyZMgQcnJyaialJEnpYMSIUA4fe8xyqKRW4QniGWecweWXX868efNo3749zZo1o0+fPqxdu5Zhw4bVZkZJklLbpk1wzTVhOXnuXDjkkNiJpB9V4YLYuHFjRo4cWe5rPXv2rPFAkiSlldWroVevsCnlxRehRYvYiaSf5E0qkiTVlvffh/btYeutwy0plkOlCAuiJEm1YfHisFO5c2d4/HHYdtvYiaQK86BsSZJq2tNPw3nnwR//COefHzuNVGkWREmSakoiAffcA4MHw4QJ8Mtfxk4kVYkFUZKkmrBxI/TvH845XLAADjggdiKpyiyIkiRV19dfQ48eYcfywoXQvHnsRFK1uElFkqTqeO89OPbYUApnzLAcKi1YECVJqqq5c6FNG8jLg7Fjw3E2UhpwiVmSpMravBnl5pth1Cjo2jV2IqlGWRAlSaqMNWvgoovglVfg+efhwANjJ5JqnEvMkiRV1LvvhucN16yBv//dcqi0ZUGUJKkinn02PG/YrVs443D77WMnkmqNS8ySJP2YRALuvBPuuitsRDnllNiJpFpnQZQkaUtWrYILLoA33wznG+63X+xEUp1wiVmSpB/y9tvQti3Urw8vvGA5VEaxIEqS9N8mTw7l8Pzz4fHHoWnT2ImkOuUSsyRJm5WVwS23wLBhMH48dOoUO5EUhQVRkiSAlSvhnHOguDgcYZOTEzuRFI1LzJIkvfFGOMKmWTNYsMByqIxnQZQkZbYJE6BdO+jXDx56CLbdNnYiKTqXmCVJmWnTJvj978NdypMmQfv2sRNJScOCKEnKPF98AT17wldfhTuV99gjdiIpqbjELEnKLP/4Bxx5JOy1F8ydazmUfoAFUZKUOcaNgw4d4Prr4cEHYeutYyeSkpJLzJKk9LdxI/zv/4azDadNC4dgS9oiC6IkKb198gn06BFK4iuvwG67xU4kJT2XmCVJ6eull8LzhoccAjNnWg6lCrIgSpLS0+jRcNJJMHgw3HcfNGoUO5GUMlxiliSll/Xr4corYfJkmDEDjjgidiIp5VgQJUnp48MP4cwzw+7kl1+GXXaJnUhKSS4xS5LSw7x5YVr4i19AYaHlUKoGJ4iSpNS2aRP84Q8wdCiMGAHdu8dOJKU8C6IkKXV98AGcfTasXh2WlPfZJ3YiKS24xCxJSk3TpsHhh4dl5fnzLYdSDXKCKElKLevXww03wMMPw0MPwcknx04kpR0LoiQpdSxfDmedBU2bwuLFsPvusRNJacklZklSahg/PtyKctppMH265VCqRU4QJUnJbc0a+N3vwjOHTz4Jxx0XO5GU9pwgSpKS19KlcNRR8PHH8OqrlkOpjlgQJUnJJ5GABx+Edu3g0kth0iTYeefYqaSM4RKzJCm5fPUVXHxxmBjOmgWtW8dOJGUcJ4iSpOTx4ovhbMOtt4ZXXrEcSpFYECVJ8ZWVwV13QefOMGhQOONwu+1ip5IylkvMkqS4PvkEzjsPPvwQFi6EAw6InUjKeE4QJUnxzJwJhx0G++1nOZSSiBNESVLd27gRbroJRoyAv/wFunaNnUjSd1gQJUl1q6gIevYMrxctgr32iptH0ve4xCxJqjuTJoWdyR06wJw5lkMpSTlBlCTVvnXr4H//F/72t3Cn8gknxE4k6UdYECVJtWvZMjjrLGjRIhx+3aJF7ESSfoJLzJKk2jN2LLRtG545nDrVciilCCeIkqSat3o19O0L8+bBtGmhJEpKGU4QJUk168UXw0aUtWth8WLLoZSCLIiSpJpRWgrXXw8nnwzXXQd//SvsuGPsVJKqwCVmSVL1LVoUrsvbbbewEcXja6SU5gRRklR1GzbAoEHh2Jq+feHZZy2HUhpwgihJqpqlS8PUsEkTePll2Hff2Ikk1ZBKFcSSkhKOP/54brrpJpYtW8a7777Lhg0bGDFiBPXq1autjJKkZLJxI9x9N9x+O/zf/0H//lDfBSkpnVTqT/Qdd9xB9+7dKSsrY9GiRdx///20atWK+fPn11Y+SVIyWbYM2rULV+YtXAhXXmk5lNJQhf9UT58+nYMPPphdd92VlStXsssuuwCQnZ1NcXFxue8tLCxkwIABrFixokbDSpIiKSuDP/0Jjj4aunaF+fPhwANjp5JUSyq8xDxnzhxKSkp44403aNCgAc2aNQOgqKiIQw89tNz35ubmkpuby4ABA2o2rSSp7i1fDuefD6tWhYOvW7WKnUhSLatwQbz11lsBeOihh2jevDlvvfUW/fv3p7S0lL59+9ZaQElSJIkEPPBAONuwf38YOBAaNoydSlIdqPQu5t/+9re1EEOSlFT+/W/o3Rs++ABmzIAjjoidSFId8sliSdK3EgkYPRr+53/CdXmvvGI5lDKQ5yBKkoIPP4SLL4a33oKpU71DWcpgThAlKdMlEvDYY3DoobDffrB4seVQynBOECUpk336KfTpE+5SnjAB2rePnUhSEnCCKEmZqqAADjkEdtkFXnvNcijpG04QJSnTfPEFXH45PPccPPIInHhi7ESSkowTREnKJFOnhqnh1lvD0qWWQ0k/yAmiJGWClSthwACYNg0efBB+9avYiSQlMSeIkpTuZswI1+OtXQtLllgOJf0kJ4iSlK6++ipckzdhAgwfDt26xU4kKUU4QZSkdJNIwLhxcOCBsGpVeNbQciipEpwgSlI6eest6NsXiorg0UfhhBNiJ5KUgpwgSlI6WLcOBg2CNm3CeYavvWY5lFRlThAlKdXNmBGmhtnZ8NJL0LJl7ESSUpwFUZJS1UcfwVVXwaxZMHQo9OgB9erFTiUpDbjELEmpZtOmsCv55z+HHXeEf/4TzjrLciipxjhBlKRUsngxXHopbNgQDr1u0yZ2IklpyAmiJKWCVavCTSgdO0LPnvD3v1sOJdUaC6IkJbNEAgoK4KCDwtE1S5dC//6wlQtAkmqPf8NIUrJasQL69YPXXw/3J59ySuxEkjKEE0RJSjbr18Ptt8Nhh8Ghh4aCaDmUVIecIEpSMpk3D/r0gZ12ggULwk5lSapjThAlKRl89hn07g1nnAFXXw1z51oOJUVjQZSkmBIJGD06bEKpVw/efBN++1vPNJQUlUvMkhTL66+H5eQvvoCJE6Fdu9iJJAlwgihJdW/NGrjhBjj2WDj1VFi0yHIoKak4QZSkujR1Klx2WXi+8NVXIScndiJJ+h4LoiTVhaKicBPKwoVw333QtavPGUpKWi4xS1Jt+vrrsJzcqhVkZ8M//wmnn245lJTULIiSVBs2boQRI6BlS1i2DF55Bf74R9huu9jJJOknucQsSTUpkYBp0+Caa6BJE3jiCTjuuNipJKlSLIiSVFNeew2uugreegtuuw3OOgvqu1AjKfX4N5ckVdeHH8KFF8Lxx8MJJ4TDrnv2tBxKSln+7SVJVVVSAjffHG5BadQoPGt43XWw7baxk0lStbjELEmVVVYGY8fCwIFw+OHw/PNw8MGxU0lSjbEgSlJlzJoVnjMsK4MxY6BTp9iJJKnGWRAlqSLefDPsTH7lFRg8GM47Dxo0iJ1KkmqFzyBK0o/59NNwNd7RR8MRR4QdyhdcYDmUlNYsiJL0Q9atgzvvhAMOgLVr4Y034KaboGnT2Mkkqda5xCxJ35VIwPjxYTfyfvuFZw4POyx2KkmqUxZESdpswQIYMABWrYJhw+CUU7wzWVJGcolZkt55B848E04/HX7723AjyqmnWg4lZSwLoqTM9eWX4cia1q3DcvLbb0OfPrCViyuSMpsFUVLmWb8e7rkHWraEjz4KE8PbboMddoidTJKSgv9MlpQ5Nm6Exx+HQYOgRQuYOhXatImdSpKSjgVRUvrbXAxvuQUaN4a774bTTvMZQ0naAguipPT138XwzjsthpJUARZESenHYihJ1WJBlJQ+LIaSVCMsiJJSn8VQkmqUBVFS6rIYSlKtsCBKSj0WQ0mqVRZESanDYihJdcKCKCn5WQwlqU5ZECUlL4uhJEVhQZSUfCyGkhSVBVFS8rAYSlJSqHBBnDRpElOmTOHrr7+md+/eLFmyhHfffZcNGzYwYsQI6vkXuKSqshhKUlKpcEHs2rUrXbt25csvv2TAgAGsX7+eRx99lPvvv5/58+dz3HHH1WZOSenIYihJSanSS8yDBw/mwgsv5G9/+xsA2dnZFBcXl/uewsJCCgsLWbFiRY2ElJRmVq+G0aPhnntgu+0shpKUZOpX9BsTiQTXXnstJ598MkcddRSfffYZAEVFRWRlZZX73tzcXIYMGUJOTk6NhpWU4t57D66+GvbcE6ZOhT//GRYtgl//2nIoSUmkwhPE++67jxkzZrBy5Ur+9a9/0bp1a/r3709paSl9+/atzYySUt0LL8DQoTBtGvTsCc8/DwcdFDuVJGkLKlwQr7jiCq644orazCIpnWzcCBMmhGJYVASXXRYmhs2bx04mSfoJHnMjqWZ99RXk58N994UyeOWV0KMHNGoUO5kkqYIsiJJqxr/+FTadjB0LHTvCI4/Accf5bKEkpaAKb1KRpO9JJGDOnLDJ5IgjoH79sOlk4kRo395yKEkpygmipMpbvz6cXzh0KHzxBVxxBYwZAzvuGDuZJKkGWBAlVdxnn8GIETBsGOy9N9xwA5x+OmzlXyWSlE5cYpb00954Ay6+OJTCpUth0qRwVM2ZZ1oOJSkNWRAl/bBEAgoLoXNnaNcuLB+//npYWj766NjpJEm1yH/6Sypv7Vp4+GH4059gwwbo3x+eeAKaNo2dTJJURyyIkoIPPwzPFj7wALRqBXfcAaeeGnYmS5Iyin/zS5ls06awjNyjB+y/PxQXw/TpMGsWdOliOZSkDOUEUcpE77wDDz0UPpo2hd694d57oUWL2MkkSUnAgihlipKScDfy6NHhMOsePeBvfwsbTjzQWpL0HRZEKZ0lEvDiizBqFIwfD4cfDhdcAJMnQ5MmsdNJkpKUBVFKRx9/HHYijxoFq1bBeefBK6/AfvvFTiZJSgEWRCldbNgAU6eGUjhzZtiBPHQodOoEDRrETidJSiEWRCnVvfFGeK5w7Fj42c/ChpNRo2DnnWMnkySlKAuilIq+/jo8UzhqFCxbBr16wTPPhGcMJUmqJguilCrKyuC558K0sKAAjjkGfvc7+PWvYZttYqeTJKURC6KU7P79bxgzJhTDRCLsQn79ddhrr9jJJElpyoIoJaPSUnjyybCEPH8+nHEGjBwJ7dt7u4kkqdZZEKVksWkTLFgQDq8eNw5atgzTwvHjYYcdYqeTJGUQC6IU04YNMGdOuOFk0qRw7V23buFZw5//PHY6SVKGsiBKdW3dOpg+PZTCp56C3XcPpbCwEA491GvvJEnRWRClulBSAtOmhVI4ZQrsv394rvCFF+CAA2KnkySpHAuiVFtWroSnnw6l8Nln4bDDwqTwttsgJyd2OkmStsiCKNWkzz4Lu48nTAjPFrZtG0rhsGFhKVmSpBRgQZSq64MPYOLEUAoXLoQOHUIpHDsWmjePnU6SpEqzIEpVsWJFuM1kwgR49VXIzQ1H0hQUwI47Rg4nSVL1WBClilq2LBTCCRPg7bfh1FPhyivh5JOhSZPY6SRJqjEWRGlLEgl47bVvJ4UffBDuPb7pJjjxRO8/liSlLQui9F2ffgqzZsGMGeFjzRo4/XQYOjQ8W9iwYeyEkiTVOguiMltJCcyb920hXLYMjjkGOnUKV9wdcQQ0aBA7pSRJdcqCqMyycSO89FIogzNnwosvhivtOnWCu++GY4+FbbeNnVKSpKgsiEpviQT885+hDM6YEc4m3HXXUAj79QvPFu68c+yUkiQlFQui0s/7739bCGfMCFPDTp3gtNPgnnu8xUSSpJ9gQVTqW7kyTAY3F8J//xuOPx5OOAGuvhoOOQTq14+dUpKklGFBVOopLYUXXvi2EL76athM0qkTPPggHH00NGoUO6UkSSnLgqjkt2lTOI9wcyGcPx/22SdMCG+8Edq3h+23j51SkqS0YUFUckkkYPnysNN488eiRdCsWZgQnnsuPPQQ/OxnsZNKkpS2LIiKJ5EIG0peeglefvnbz/XqwVFHwZFHwlVXhde77x47rSRJGcOCqLrz2WffTgU3F8LVq8Pzg0cdBb17w4gRsPfeoSRKkqQoLIiqHStXhqXh7y4Vf/QRHHZYKIN5eXD77XDAAd5UIklSkrEgqvrWrAk7ib87GVy+PNxQcuSRcOKJcMMN4cfuLpYkKelZEFU569fD0qXll4rfeAP23TdMBo86Cvr2DZNCr6yTJCklWRD1fYkEfPABvP02vPVW+Nj8evnysGFkcxns1Ss8Q+gxM5IkpQ0LYib7/PPy5W/z67ffDptEWraE/fcPH3l54XPLlrDTTrGTS5KkWmRBTHerV39bAP+7CK5eDfvt920RPOkkuOyy8Hq33dxJLElShrIgpoPSUnjnnR9eEv7kE8jO/nYS2KYNnH12eL3nnu4gliRJ32NBTGaJRDgu5uOPQ9H7+OPyr999NxTBoqIw8ds8CTzwQOjSJbzee2/YeuvYvxJJkpRCLIh1bePGcGD0d4vef3/e/PqTT6CsDHbdNXy0aPHt5333DXcRt2wZlombNo39K5MkSWnCglgT1q798aL33c+ffw6NG5cve5s/t25d/sctWsCOO0L9+rF/hZIkKYOkV0FcvhzWrQvP5K1bV/51dT//2H9WVgY77/z9wteiBRxyyPfLYJMmsX+nJEmStii9CmL79mHats024bm7bbYp/3pLn5s2hebNK/a9P/S1bbeFhg1j/+olSZJqRHoVxOLi2AkkSZJSng+3SZIkqRwLoiRJksqxIEqSJKmcaj2DWFJSQt++fWnUqBEdOnSgV69eNZVLkiRJkVRrglhQUEBeXh75+fk89dRTNZVJkiRJEVVrglhcXEyrVq0AaPCdO30LCwspLCxkxYoV1QonSZKkuletCWJWVhbF/zlapqys7Juv5+bmMmTIEHJycqoVTpIkSXWvWhPEM844g379+jFlyhS6dOlSU5kkSZIUUbUKYpMmTRg9enRNZZEkSVIS8JgbSZIklWNBlCRJUjkWREmSJJVjQZQkSVI5FkRJkiSVU61dzD9lxYoVDBgwoDZ/ih/8OT1/MXX5/qU+38PU53uY2nz/Ul9dv4c/dLFJvUQikaizBHVgwIABDBkyJHYMVZHvX+rzPUx9voepzfcv9SXDe5h2S8y5ubmxI6gafP9Sn+9h6vM9TG2+f6kvGd7DtJsgSpIkqXrSboIoSZKk6kmbglhSUsJ5553HRRddxKOPPho7jqpg0qRJXHTRRfTo0YNnn302dhxVQUlJCUceeSSTJ0+OHUVVUFZWxsCBA7n88ssZM2ZM7DiqgqKiIrp27coFF1zA7bffHjuOKmj58uX07t2bvLw8AMaNG8dFF13EueeeS0lJSZRMaVMQCwoKyMvLIz8/n6eeeip2HFVB165dyc/PZ8SIEYwfPz52HFXBHXfcQffu3WPHUBU9+eSTFBcX07BhQ7KysmLHURUsWbKEvLw8Ro0axeLFi2PHUQXts88+jBw58psfT5w4kfz8fLp3705BQUGUTGlTEIuLi9lzzz0BaNCgQeQ0qo7Bgwdz2WWXxY6hSpo+fToHH3wwu+66a+woqqJly5ZxzDHHMGTIEIYPHx47jqqgbdu2jBw5ko4dO9K5c+fYcVRF9erVAyA7O5vi4uIoGdKmIGZlZX3zm1hWVhY5jaoikUhw7bXXcvLJJ9O6devYcVRJc+bMYeHChYwbN478/Hz/HKagrKwsmjVrBvgP7VQ1evRoBg0axKxZs5gyZUrsOKqmoqKiaNP8tNnFXFJSQr9+/dhmm21o164dvXr1ih1JlXTvvfcyZswYjjrqKA477DAuvfTS2JFUBQ899BDNmzfnV7/6VewoqqQ1a9Zw+eWX07hxYw488EAn+Slo6dKl3HTTTTRv3pymTZty9913x46kCvj8888ZOHAg06dP58ILLyQ7O5t58+axdu1ahg0bRpMmTeo8U9oUREmSJNWMtFliliRJUs2wIEqSJKkcC6IkSZLKsSBKkiSpHAuiJEmSyvn/Ez4+eR97gNIAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(\n",
    "    figsize=(16, 9), dpi=50)  # 通过 figsize 调节尺寸, dpi 调节显示精度\n",
    "axes.plot(x, y, 'r')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:43:00.102578Z",
     "start_time": "2025-01-09T03:43:00.034958800Z"
    }
   },
   "id": "26b71520a830de8c",
   "execution_count": 33
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 规范绘图方法\n",
    "\n",
    "首先，任何图形的绘制，\n",
    "都建议通过 plt.figure() 或者 plt.subplots() 管理一个完整的图形对象。\n",
    "而不是简单使用一条语句，例如 plt.plot(...) 来绘图。\n",
    "\n",
    "管理一个完整的图形对象，有很多好处。\n",
    "在图形的基础上，给后期添加图例，图形样式，标注等预留了很大的空间。\n",
    "除此之外。代码看起来也更加规范，可读性更强。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "473c15cbcb472d1b"
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 添加图标题、图例"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8163b158135194cd"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x28d7ca46b10>"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "\n",
    "axes.set_xlabel('x label')  # 横轴名称\n",
    "axes.set_ylabel('y label')\n",
    "axes.set_title('title')  # 图形名称\n",
    "\n",
    "axes.plot(x, x**2)\n",
    "axes.plot(x, x**3)\n",
    "axes.legend([\"y = x**2\", \"y = x**3\"], loc=0)  # 图例"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:44:41.306775300Z",
     "start_time": "2025-01-09T03:44:41.206028200Z"
    }
   },
   "id": "61ebad66f65898bb",
   "execution_count": 34
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 线型、颜色、透明度"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "eacfa6e9174c121"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7cbfa690>]"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "\n",
    "axes.plot(x, x+1, color=\"red\", alpha=0.5)\n",
    "axes.plot(x, x+2, color=\"#1155dd\")\n",
    "axes.plot(x, x+3, color=\"#15cc55\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:45:13.093130200Z",
     "start_time": "2025-01-09T03:45:13.024816Z"
    }
   },
   "id": "8da4d300df5050e5",
   "execution_count": 35
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7debcfd0>]"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "# 线宽\n",
    "ax.plot(x, x+1, color=\"blue\", linewidth=0.25)\n",
    "ax.plot(x, x+2, color=\"blue\", linewidth=0.50)\n",
    "ax.plot(x, x+3, color=\"blue\", linewidth=1.00)\n",
    "ax.plot(x, x+4, color=\"blue\", linewidth=2.00)\n",
    "\n",
    "# 虚线类型\n",
    "ax.plot(x, x+5, color=\"red\", lw=2, linestyle='-')\n",
    "ax.plot(x, x+6, color=\"red\", lw=2, ls='-.')\n",
    "ax.plot(x, x+7, color=\"red\", lw=2, ls=':')\n",
    "\n",
    "# 虚线交错宽度\n",
    "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n",
    "line.set_dashes([5, 10, 15, 10])\n",
    "\n",
    "# 符号\n",
    "ax.plot(x, x + 9, color=\"green\", lw=2, ls='--', marker='+')\n",
    "ax.plot(x, x+10, color=\"green\", lw=2, ls='--', marker='o')\n",
    "ax.plot(x, x+11, color=\"green\", lw=2, ls='--', marker='s')\n",
    "ax.plot(x, x+12, color=\"green\", lw=2, ls='--', marker='1')\n",
    "\n",
    "# 符号大小和颜色\n",
    "ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n",
    "ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n",
    "ax.plot(x, x+15, color=\"purple\", lw=1, ls='-',\n",
    "        marker='o', markersize=8, markerfacecolor=\"red\")\n",
    "ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8,\n",
    "        markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:45:23.814130400Z",
     "start_time": "2025-01-09T03:45:23.702347200Z"
    }
   },
   "id": "1727911f256cec11",
   "execution_count": 36
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 画布网格、坐标轴范围"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "bde30532a3a62c3"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "(2.0, 5.0)"
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n",
    "\n",
    "# 显示网格\n",
    "axes[0].plot(x, x**2, x, x**3, lw=2)\n",
    "axes[0].grid(True)\n",
    "\n",
    "# 设置坐标轴范围\n",
    "axes[1].plot(x, x**2, x, x**3)\n",
    "axes[1].set_ylim([0, 60])\n",
    "axes[1].set_xlim([2, 5])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:46:05.933123Z",
     "start_time": "2025-01-09T03:46:05.763019700Z"
    }
   },
   "id": "e590f505bcd6de96",
   "execution_count": 37
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'fill_between')"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 0 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x500 with 4 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = np.array([0, 1, 2, 3, 4, 5])\n",
    "\n",
    "fig = plt.figure()\n",
    "fig, axes = plt.subplots(1, 4, figsize=(16, 5))\n",
    "\n",
    "axes[0].scatter(x, x + 0.25*np.random.randn(len(x)))\n",
    "axes[0].set_title(\"scatter\")\n",
    "\n",
    "axes[1].step(n, n**2, lw=2)\n",
    "axes[1].set_title(\"step\")\n",
    "\n",
    "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n",
    "axes[2].set_title(\"bar\")\n",
    "\n",
    "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5)\n",
    "axes[3].set_title(\"fill_between\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:46:57.986310200Z",
     "start_time": "2025-01-09T03:46:57.701287400Z"
    }
   },
   "id": "823471275f4c6e7e",
   "execution_count": 39
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 图形标注方法\n",
    "\n",
    "文字标注的方法由 matplotlib.pyplot.text() 实现。\n",
    "最基本的样式为 matplotlib.pyplot.text(x, y, s)，\n",
    "· 其中 x, y 用于标注位置定位，s 代表标注的字符串。\n",
    "    \n",
    "除此之外，还可以通过 \n",
    "fontsize= , \n",
    "horizontalalignment= \n",
    "等参数调整标注字体的大小，对齐样式等。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "cd2332c7a29464a"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "\n",
    "x_bar = [10, 20, 30, 40, 50]  # 柱形图横坐标\n",
    "y_bar = [0.5, 0.6, 0.3, 0.4, 0.8]  # 柱形图纵坐标\n",
    "bars = axes.bar(x_bar, y_bar, color='blue', label=x_bar, width=2)  # 绘制柱形图\n",
    "for i, rect in enumerate(bars):\n",
    "    x_text = rect.get_x()  # 获取柱形图横坐标\n",
    "    y_text = rect.get_height() + 0.01  # 获取柱子的高度并增加 0.01\n",
    "    plt.text(x_text, y_text, '%.1f' % y_bar[i])  # 标注文字"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:48:52.700860600Z",
     "start_time": "2025-01-09T03:48:52.627304700Z"
    }
   },
   "id": "d76a8456fbc52331",
   "execution_count": 40
  },
  {
   "cell_type": "markdown",
   "source": [
    "除了文字标注之外，\n",
    "还可以通过 matplotlib.pyplot.annotate() 方法\n",
    "向图像中添加箭头等样式标注。\n",
    "\n",
    "接下来，我们向上面的例子中增添一行增加箭头标记的代码。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "333bbcf150c74966"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "\n",
    "bars = axes.bar(x_bar, y_bar, color='blue', label=x_bar, width=2)  # 绘制柱形图\n",
    "for i, rect in enumerate(bars):\n",
    "    x_text = rect.get_x()  # 获取柱形图横坐标\n",
    "    y_text = rect.get_height() + 0.01  # 获取柱子的高度并增加 0.01\n",
    "    plt.text(x_text, y_text, '%.1f' % y_bar[i])  # 标注文字\n",
    "\n",
    "    # 增加箭头标注\n",
    "    plt.annotate('Min', xy=(32, 0.3), xytext=(36, 0.3),\n",
    "                 arrowprops=dict(facecolor='black', width=1, headwidth=7))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:49:47.830465300Z",
     "start_time": "2025-01-09T03:49:47.673847600Z"
    }
   },
   "id": "843156e9e5b567f",
   "execution_count": 41
  },
  {
   "cell_type": "markdown",
   "source": [
    "上面的示例中，\n",
    "xy=() 表示标注终点坐标，\n",
    "xytext=() 表示标注起点坐标。\n",
    "\n",
    "在箭头绘制的过程中，\n",
    "arrowprops=() 用于设置箭头样式，\n",
    "facecolor= 设置颜色，\n",
    "width= 设置箭尾宽度，\n",
    "headwidth= 设置箭头宽度，\n",
    "可以通过 arrowstyle= 改变箭头的样式。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "2e0817ac994eae46"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 兼容 MATLAB 代码风格接口"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "217511116880863c"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from matplotlib import pylab"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:50:50.172543600Z",
     "start_time": "2025-01-09T03:50:50.013689100Z"
    }
   },
   "id": "328343b97810f98c",
   "execution_count": 42
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7ef5ccd0>]"
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 10, 20)\n",
    "y = x * x + 2\n",
    "\n",
    "pylab.plot(x,y,'r')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:51:09.259837700Z",
     "start_time": "2025-01-09T03:51:09.183722300Z"
    }
   },
   "id": "4507ef7d30ce878f",
   "execution_count": 43
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x28d7e673c90>]"
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pylab.subplot(1, 2, 1)  # 括号中内容代表（行，列，索引）\n",
    "pylab.plot(x, y, 'r--')  # ‘’ 中的内容确定了颜色和线型\n",
    "\n",
    "pylab.subplot(1, 2, 2)\n",
    "pylab.plot(y, x, 'g*-')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-01-09T03:51:22.492470200Z",
     "start_time": "2025-01-09T03:51:22.293822Z"
    }
   },
   "id": "e5bed2deeefa12f4",
   "execution_count": 44
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "41bfc18edef5933a"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
